Release SPT experiment checkpoints and configurations

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+images/spt-framework.png filter=lfs diff=lfs merge=lfs -text

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+}

CITATION.cff

@@ -0,0 +1,49 @@
+cff-version: 1.2.0
+message: "Please cite the accompanying manuscript and identify the checkpoint release used."
+type: software
+title: "SPT model checkpoints and configurations"
+version: "2026-10-24"
+date-released: 2026-10-24
+url: "https://huggingface.co/zsysuyang/XAS_SPT"
+repository-code: "https://github.com/zsy-suyang/SPT"
+authors:
+  - family-names: Zhong
+    given-names: Suyang
+  - family-names: Huang
+    given-names: Boying
+  - family-names: Xu
+    given-names: Pengwei
+  - family-names: Xu
+    given-names: Fanjie
+  - family-names: Zhao
+    given-names: Yuhao
+  - family-names: Cheng
+    given-names: Jun
+  - family-names: Tang
+    given-names: Fujie
+  - family-names: E
+    given-names: Weinan
+  - family-names: Tian
+    given-names: Zhong-Qun
+preferred-citation:
+  type: unpublished
+  title: "Adaptive Fourier lifting for electronic and geometric descriptor inference from XANES"
+  authors:
+    - family-names: Zhong
+      given-names: Suyang
+    - family-names: Huang
+      given-names: Boying
+    - family-names: Xu
+      given-names: Pengwei
+    - family-names: Xu
+      given-names: Fanjie
+    - family-names: Zhao
+      given-names: Yuhao
+    - family-names: Cheng
+      given-names: Jun
+    - family-names: Tang
+      given-names: Fujie
+    - family-names: E
+      given-names: Weinan
+    - family-names: Tian
+      given-names: Zhong-Qun

LICENSE

@@ -0,0 +1,201 @@
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+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
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+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

README.md

@@ -1,3 +1,129 @@
 ---
 license: apache-2.0
+library_name: pytorch
+language:
+  - en
+tags:
+  - xanes
+  - spectroscopy
+  - materials-science
+  - classification
+  - regression
+  - custom-code
+datasets:
+  - zsysuyang/XAS_SPT
 ---
+
+<div align="center">
+
+# SPT: model checkpoints
+
+Checkpoints accompanying **Adaptive Fourier lifting for electronic and geometric descriptor inference from XANES**.
+
+Suyang Zhong · Boying Huang · Pengwei Xu · Fanjie Xu · Yuhao Zhao · Jun Cheng · Fujie Tang · Weinan E · Zhong-Qun Tian
+
+[Code](https://github.com/zsy-suyang/SPT) · [Dataset](https://huggingface.co/datasets/zsysuyang/XAS_SPT) · [Weight index](checkpoints/WEIGHT_INDEX.csv) · [Experiment guide](https://github.com/zsy-suyang/SPT/blob/main/docs/reproduce.md)
+
+</div>
+
+## Overview
+
+This collection provides the experiment-specific checkpoints and configurations for SPT and the comparison models used in the reported analyses. SPT combines adaptive Fourier lifting with energy-aware graph aggregation to infer electronic and geometric descriptors from XANES. Expert models predict one descriptor, while Joint models share an encoder across the applicable descriptors.
+
+![SPT framework](images/spt-framework.png)
+
+The framework connects energy–intensity inputs to descriptor predictions through the adaptive Fourier lifting and graph branches. The diagram is reproduced from the accompanying manuscript.
+
+### Release
+
+| Collection | Version | Companion code |
+| --- | --- | --- |
+| Model checkpoints and configurations | `2026-10-24` | SPT `0.1.0` |
+| Data and reference results | [`2026-10-24`](https://huggingface.co/datasets/zsysuyang/XAS_SPT/tree/2026-10-24) | SPT `0.1.0` |
+
+## Descriptor tasks
+
+The computed-spectrum benchmark comprises all 12 descriptor tasks below: eight classification tasks and four regression tasks. Expert SPT has the highest test-set point estimates among the ten compared models across these 12 tasks, using weighted F1 for classification and R² for regression. The [dataset collection](https://huggingface.co/datasets/zsysuyang/XAS_SPT) provides the reference predictions and numerical summaries.
+
+| Absorbing sites | Classification | Regression |
+| --- | --- | --- |
+| Non-oxygen | OS, CN, OCN, CN2, SGN | NNRS, MOOD |
+| Oxygen | CN, CN2, SGN | NNRS, NNOSM |
+
+OS denotes oxidation state, CN first-shell coordination number, OCN oxygen coordination number, CN2 second-order graph coordination, and SGN space-group number. NNRS describes first-shell bond-length dispersion, MOOD the minimum nonzero oxygen–oxygen distance, and NNOSM the mean oxidation state of neighbouring atoms. Full definitions and data fields are given in the [dataset card](https://huggingface.co/datasets/zsysuyang/XAS_SPT).
+
+## Select a checkpoint
+
+The [weight index](checkpoints/WEIGHT_INDEX.csv) maps each experiment and descriptor to its model ID, checkpoint and configuration. Use the designated checkpoint for the intended experiment. The [registry](configs/registry.json) resolves registered model IDs; [application settings](configs/applications.json), [experiment settings](configs/experiments.json) and [transfer configurations](configs/transfer/) select the models for each application or numerical experiment.
+
+| Directory | Use |
+| --- | --- |
+| `checkpoints/benchmark/` | Computed-spectrum benchmark |
+| `checkpoints/ablations/` | Module and fixed-transform comparisons |
+| `checkpoints/applications/` | Measured and computed application cohorts |
+| `checkpoints/robustness/` | Gaussian-noise comparisons |
+| `checkpoints/interpretability/` | Spectral-band and energy-window interventions |
+| `checkpoints/uncertainty/` | Uncertainty analyses |
+| `checkpoints/runtime/` | Runtime measurements |
+| `checkpoints/transfer/` | Source and target-domain transfer models |
+
+The collection contains 415 indexed checkpoint files: 343 PyTorch `.pth` files and 72 serialized `.joblib` estimators. [ASSET_MANIFEST.json](ASSET_MANIFEST.json) lists paths and file sizes. Configuration snapshots are included in `configs/`; they retain the preprocessing, class maps, architecture settings and experiment associations used by the corresponding checkpoints. These models run through the SPT package, not the Transformers `AutoModel` interface or a hosted inference endpoint.
+
+## Inputs and outputs
+
+Prepared prediction inputs contain 256 energy–intensity pairs and an absorbing-element symbol. Energy is supplied in eV. The selected configuration defines energy scaling, intensity normalization and descriptor encoding.
+
+Classification outputs are physical class labels and class scores. Regression outputs follow the descriptor units in the associated configuration. The model outputs are electronic and geometric descriptors of the absorbing environment, not a reconstructed atomic structure.
+
+## Run an application
+
+Use this collection with SPT code version 0.1.0 and the corresponding [XAS_SPT data collection](https://huggingface.co/datasets/zsysuyang/XAS_SPT). Follow the code repository's [installation guide](https://github.com/zsy-suyang/SPT#installation), then download both releases:
+
+```bash
+git clone https://github.com/zsy-suyang/SPT.git
+cd SPT
+python -m pip install -e .
+python -m pip install -U huggingface_hub
+
+hf download zsysuyang/XAS_SPT --repo-type model \
+  --revision 2026-10-24 --local-dir ../spt-models
+hf download zsysuyang/XAS_SPT --repo-type dataset \
+  --revision 2026-10-24 --local-dir ../spt-data
+```
+
+Merge `spt-models/checkpoints/` into the code checkout's `checkpoints/`, and retain the matching `configs/`. Merge `datasets/`, `data/`, `reference_predictions/` and `reference_results/` from `spt-data` into the checkout. Keep the code README and licence at its root. The [release guide](https://github.com/zsy-suyang/SPT/blob/main/docs/releases.md) describes the assembled layout. From the assembled checkout, run:
+
+```bash
+spt verify-assets --all-assets
+spt application --cohort ni_fe_activation \
+  --tasks OS CN OCN NNRS MOOD \
+  --output outputs/ni_fe_activation.csv
+```
+
+The command selects the five designated Ni–Fe checkpoints and applies CPU float32 inference with four PyTorch threads. The resulting CSV contains predictions and class scores; its companion metadata records the models and execution settings. Use a new output filename for each run.
+
+The [numerical-experiment guide](https://github.com/zsy-suyang/SPT/blob/main/docs/reproduce.md) provides commands for the computed benchmark, Gaussian noise, interventions and uncertainty analyses. Those reference runs use their documented device and arithmetic settings. [Transfer commands](https://github.com/zsy-suyang/SPT/blob/main/docs/transfer.md) are documented separately.
+
+## Evaluation and training
+
+The data collection includes per-spectrum reference predictions and numerical summaries. Use the public experiment commands with their fixed partitions to evaluate the supplied models. Supported neural-model training configurations can also be used with `spt train`; tree-model evaluation uses the benchmark command and supplied estimators. Configuration and training-partition mappings are in the weight index and the code repository's [checkpoint guide](https://github.com/zsy-suyang/SPT/blob/main/docs/checkpoints.md).
+
+## Licence
+
+The repository retains its Apache 2.0 licence for author-provided material; see [LICENSE](LICENSE). Third-party components retain their respective terms, as documented in the code repository's [third-party notices](https://github.com/zsy-suyang/SPT/blob/main/THIRD_PARTY_NOTICES.md). Load serialized checkpoints and estimators only from trusted sources.
+
+## Citation and contact
+
+Please cite the accompanying manuscript and identify the checkpoint release used. [CITATION.cff](CITATION.cff) contains the author information and manuscript title.
+
+```bibtex
+@misc{spt_models_2026,
+  author = {Zhong, Suyang and Huang, Boying and Xu, Pengwei and Xu, Fanjie and Zhao, Yuhao and Cheng, Jun and Tang, Fujie and E, Weinan and Tian, Zhong-Qun},
+  title = {SPT model checkpoints and configurations},
+  year = {2026},
+  version = {2026-10-24},
+  url = {https://huggingface.co/zsysuyang/XAS_SPT}
+}
+```
+
+For usage questions, open a [GitHub issue](https://github.com/zsy-suyang/SPT/issues) or a discussion in this repository.

checkpoints/WEIGHT_INDEX.csv

@@ -0,0 +1,416 @@
+experiment,purpose,descriptor,site,model_id,path,configuration,application_model_group,training_configuration,training_partition
+ablation,Module ablation: bare,CN,metal,ablation-bare-metal-CN,checkpoints/ablations/modules/bare/non_oxygen/SPT_CN.pth,configs/models/ablation-bare-metal-CN.yaml,,,
+ablation,Module ablation: bare,CN2,metal,ablation-bare-metal-CN2,checkpoints/ablations/modules/bare/non_oxygen/SPT_CN2.pth,configs/models/ablation-bare-metal-CN2.yaml,,,
+ablation,Module ablation: bare,MOOD,metal,ablation-bare-metal-MOOD,checkpoints/ablations/modules/bare/non_oxygen/SPT_MOOD.pth,configs/models/ablation-bare-metal-MOOD.yaml,,,
+ablation,Module ablation: bare,NNRS,metal,ablation-bare-metal-NNRS,checkpoints/ablations/modules/bare/non_oxygen/SPT_NNRS.pth,configs/models/ablation-bare-metal-NNRS.yaml,,,
+ablation,Module ablation: bare,OCN,metal,ablation-bare-metal-OCN,checkpoints/ablations/modules/bare/non_oxygen/SPT_OCN.pth,configs/models/ablation-bare-metal-OCN.yaml,,,
+ablation,Module ablation: bare,OS,metal,ablation-bare-metal-OS,checkpoints/ablations/modules/bare/non_oxygen/SPT_OS.pth,configs/models/ablation-bare-metal-OS.yaml,,,
+ablation,Module ablation: bare,SGN,metal,ablation-bare-metal-PSGO,checkpoints/ablations/modules/bare/non_oxygen/SPT_SGN.pth,configs/models/ablation-bare-metal-PSGO.yaml,,,
+ablation,Module ablation: bare,CN,oxygen,ablation-bare-oxygen-CN,checkpoints/ablations/modules/bare/oxygen/SPT_CN.pth,configs/models/ablation-bare-oxygen-CN.yaml,,,
+ablation,Module ablation: bare,CN2,oxygen,ablation-bare-oxygen-CN2,checkpoints/ablations/modules/bare/oxygen/SPT_CN2.pth,configs/models/ablation-bare-oxygen-CN2.yaml,,,
+ablation,Module ablation: bare,NNOSM,oxygen,ablation-bare-oxygen-NNOSM,checkpoints/ablations/modules/bare/oxygen/SPT_NNOSM.pth,configs/models/ablation-bare-oxygen-NNOSM.yaml,,,
+ablation,Module ablation: bare,NNRS,oxygen,ablation-bare-oxygen-NNRS,checkpoints/ablations/modules/bare/oxygen/SPT_NNRS.pth,configs/models/ablation-bare-oxygen-NNRS.yaml,,,
+ablation,Module ablation: bare,SGN,oxygen,ablation-bare-oxygen-PSGO,checkpoints/ablations/modules/bare/oxygen/SPT_SGN.pth,configs/models/ablation-bare-oxygen-PSGO.yaml,,,
+ablation,Module ablation: graph_only,CN,metal,ablation-graph_only-metal-CN,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_CN.pth,configs/models/ablation-graph_only-metal-CN.yaml,,,
+ablation,Module ablation: graph_only,CN2,metal,ablation-graph_only-metal-CN2,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_CN2.pth,configs/models/ablation-graph_only-metal-CN2.yaml,,,
+ablation,Module ablation: graph_only,MOOD,metal,ablation-graph_only-metal-MOOD,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_MOOD.pth,configs/models/ablation-graph_only-metal-MOOD.yaml,,,
+ablation,Module ablation: graph_only,NNRS,metal,ablation-graph_only-metal-NNRS,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_NNRS.pth,configs/models/ablation-graph_only-metal-NNRS.yaml,,,
+ablation,Module ablation: graph_only,OCN,metal,ablation-graph_only-metal-OCN,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_OCN.pth,configs/models/ablation-graph_only-metal-OCN.yaml,,,
+ablation,Module ablation: graph_only,OS,metal,ablation-graph_only-metal-OS,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_OS.pth,configs/models/ablation-graph_only-metal-OS.yaml,,,
+ablation,Module ablation: graph_only,SGN,metal,ablation-graph_only-metal-PSGO,checkpoints/ablations/modules/graph_only/non_oxygen/SPT_SGN.pth,configs/models/ablation-graph_only-metal-PSGO.yaml,,,
+ablation,Module ablation: graph_only,CN,oxygen,ablation-graph_only-oxygen-CN,checkpoints/ablations/modules/graph_only/oxygen/SPT_CN.pth,configs/models/ablation-graph_only-oxygen-CN.yaml,,,
+ablation,Module ablation: graph_only,CN2,oxygen,ablation-graph_only-oxygen-CN2,checkpoints/ablations/modules/graph_only/oxygen/SPT_CN2.pth,configs/models/ablation-graph_only-oxygen-CN2.yaml,,,
+ablation,Module ablation: graph_only,NNOSM,oxygen,ablation-graph_only-oxygen-NNOSM,checkpoints/ablations/modules/graph_only/oxygen/SPT_NNOSM.pth,configs/models/ablation-graph_only-oxygen-NNOSM.yaml,,,
+ablation,Module ablation: graph_only,NNRS,oxygen,ablation-graph_only-oxygen-NNRS,checkpoints/ablations/modules/graph_only/oxygen/SPT_NNRS.pth,configs/models/ablation-graph_only-oxygen-NNRS.yaml,,,
+ablation,Module ablation: graph_only,SGN,oxygen,ablation-graph_only-oxygen-PSGO,checkpoints/ablations/modules/graph_only/oxygen/SPT_SGN.pth,configs/models/ablation-graph_only-oxygen-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: dct,CN,metal,transform-dct-metal-CN,checkpoints/ablations/transform/dct/non_oxygen/SPT_CN.pth,configs/models/transform-dct-metal-CN.yaml,,,
+transform,Fixed spectral-transform comparison: dct,CN2,metal,transform-dct-metal-CN2,checkpoints/ablations/transform/dct/non_oxygen/SPT_CN2.pth,configs/models/transform-dct-metal-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: dct,MOOD,metal,transform-dct-metal-MOOD,checkpoints/ablations/transform/dct/non_oxygen/SPT_MOOD.pth,configs/models/transform-dct-metal-MOOD.yaml,,,
+transform,Fixed spectral-transform comparison: dct,NNRS,metal,transform-dct-metal-NNRS,checkpoints/ablations/transform/dct/non_oxygen/SPT_NNRS.pth,configs/models/transform-dct-metal-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: dct,OCN,metal,transform-dct-metal-OCN,checkpoints/ablations/transform/dct/non_oxygen/SPT_OCN.pth,configs/models/transform-dct-metal-OCN.yaml,,,
+transform,Fixed spectral-transform comparison: dct,OS,metal,transform-dct-metal-OS,checkpoints/ablations/transform/dct/non_oxygen/SPT_OS.pth,configs/models/transform-dct-metal-OS.yaml,,,
+transform,Fixed spectral-transform comparison: dct,SGN,metal,transform-dct-metal-PSGO,checkpoints/ablations/transform/dct/non_oxygen/SPT_SGN.pth,configs/models/transform-dct-metal-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: dct,CN,oxygen,transform-dct-oxygen-CN,checkpoints/ablations/transform/dct/oxygen/SPT_CN.pth,configs/models/transform-dct-oxygen-CN.yaml,,,
+transform,Fixed spectral-transform comparison: dct,CN2,oxygen,transform-dct-oxygen-CN2,checkpoints/ablations/transform/dct/oxygen/SPT_CN2.pth,configs/models/transform-dct-oxygen-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: dct,NNOSM,oxygen,transform-dct-oxygen-NNOSM,checkpoints/ablations/transform/dct/oxygen/SPT_NNOSM.pth,configs/models/transform-dct-oxygen-NNOSM.yaml,,,
+transform,Fixed spectral-transform comparison: dct,NNRS,oxygen,transform-dct-oxygen-NNRS,checkpoints/ablations/transform/dct/oxygen/SPT_NNRS.pth,configs/models/transform-dct-oxygen-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: dct,SGN,oxygen,transform-dct-oxygen-PSGO,checkpoints/ablations/transform/dct/oxygen/SPT_SGN.pth,configs/models/transform-dct-oxygen-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: fft,CN,metal,transform-fft-metal-CN,checkpoints/ablations/transform/fft/non_oxygen/SPT_CN.pth,configs/models/transform-fft-metal-CN.yaml,,,
+transform,Fixed spectral-transform comparison: fft,CN2,metal,transform-fft-metal-CN2,checkpoints/ablations/transform/fft/non_oxygen/SPT_CN2.pth,configs/models/transform-fft-metal-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: fft,MOOD,metal,transform-fft-metal-MOOD,checkpoints/ablations/transform/fft/non_oxygen/SPT_MOOD.pth,configs/models/transform-fft-metal-MOOD.yaml,,,
+transform,Fixed spectral-transform comparison: fft,NNRS,metal,transform-fft-metal-NNRS,checkpoints/ablations/transform/fft/non_oxygen/SPT_NNRS.pth,configs/models/transform-fft-metal-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: fft,OCN,metal,transform-fft-metal-OCN,checkpoints/ablations/transform/fft/non_oxygen/SPT_OCN.pth,configs/models/transform-fft-metal-OCN.yaml,,,
+transform,Fixed spectral-transform comparison: fft,OS,metal,transform-fft-metal-OS,checkpoints/ablations/transform/fft/non_oxygen/SPT_OS.pth,configs/models/transform-fft-metal-OS.yaml,,,
+transform,Fixed spectral-transform comparison: fft,SGN,metal,transform-fft-metal-PSGO,checkpoints/ablations/transform/fft/non_oxygen/SPT_SGN.pth,configs/models/transform-fft-metal-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: fft,CN,oxygen,transform-fft-oxygen-CN,checkpoints/ablations/transform/fft/oxygen/SPT_CN.pth,configs/models/transform-fft-oxygen-CN.yaml,,,
+transform,Fixed spectral-transform comparison: fft,CN2,oxygen,transform-fft-oxygen-CN2,checkpoints/ablations/transform/fft/oxygen/SPT_CN2.pth,configs/models/transform-fft-oxygen-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: fft,NNOSM,oxygen,transform-fft-oxygen-NNOSM,checkpoints/ablations/transform/fft/oxygen/SPT_NNOSM.pth,configs/models/transform-fft-oxygen-NNOSM.yaml,,,
+transform,Fixed spectral-transform comparison: fft,NNRS,oxygen,transform-fft-oxygen-NNRS,checkpoints/ablations/transform/fft/oxygen/SPT_NNRS.pth,configs/models/transform-fft-oxygen-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: fft,SGN,oxygen,transform-fft-oxygen-PSGO,checkpoints/ablations/transform/fft/oxygen/SPT_SGN.pth,configs/models/transform-fft-oxygen-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: haar,CN,metal,transform-haar-metal-CN,checkpoints/ablations/transform/haar/non_oxygen/SPT_CN.pth,configs/models/transform-haar-metal-CN.yaml,,,
+transform,Fixed spectral-transform comparison: haar,CN2,metal,transform-haar-metal-CN2,checkpoints/ablations/transform/haar/non_oxygen/SPT_CN2.pth,configs/models/transform-haar-metal-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: haar,MOOD,metal,transform-haar-metal-MOOD,checkpoints/ablations/transform/haar/non_oxygen/SPT_MOOD.pth,configs/models/transform-haar-metal-MOOD.yaml,,,
+transform,Fixed spectral-transform comparison: haar,NNRS,metal,transform-haar-metal-NNRS,checkpoints/ablations/transform/haar/non_oxygen/SPT_NNRS.pth,configs/models/transform-haar-metal-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: haar,OCN,metal,transform-haar-metal-OCN,checkpoints/ablations/transform/haar/non_oxygen/SPT_OCN.pth,configs/models/transform-haar-metal-OCN.yaml,,,
+transform,Fixed spectral-transform comparison: haar,OS,metal,transform-haar-metal-OS,checkpoints/ablations/transform/haar/non_oxygen/SPT_OS.pth,configs/models/transform-haar-metal-OS.yaml,,,
+transform,Fixed spectral-transform comparison: haar,SGN,metal,transform-haar-metal-PSGO,checkpoints/ablations/transform/haar/non_oxygen/SPT_SGN.pth,configs/models/transform-haar-metal-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: haar,CN,oxygen,transform-haar-oxygen-CN,checkpoints/ablations/transform/haar/oxygen/SPT_CN.pth,configs/models/transform-haar-oxygen-CN.yaml,,,
+transform,Fixed spectral-transform comparison: haar,CN2,oxygen,transform-haar-oxygen-CN2,checkpoints/ablations/transform/haar/oxygen/SPT_CN2.pth,configs/models/transform-haar-oxygen-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: haar,NNOSM,oxygen,transform-haar-oxygen-NNOSM,checkpoints/ablations/transform/haar/oxygen/SPT_NNOSM.pth,configs/models/transform-haar-oxygen-NNOSM.yaml,,,
+transform,Fixed spectral-transform comparison: haar,NNRS,oxygen,transform-haar-oxygen-NNRS,checkpoints/ablations/transform/haar/oxygen/SPT_NNRS.pth,configs/models/transform-haar-oxygen-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: haar,SGN,oxygen,transform-haar-oxygen-PSGO,checkpoints/ablations/transform/haar/oxygen/SPT_SGN.pth,configs/models/transform-haar-oxygen-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: stft,CN,metal,transform-stft-metal-CN,checkpoints/ablations/transform/stft/non_oxygen/SPT_CN.pth,configs/models/transform-stft-metal-CN.yaml,,,
+transform,Fixed spectral-transform comparison: stft,CN2,metal,transform-stft-metal-CN2,checkpoints/ablations/transform/stft/non_oxygen/SPT_CN2.pth,configs/models/transform-stft-metal-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: stft,MOOD,metal,transform-stft-metal-MOOD,checkpoints/ablations/transform/stft/non_oxygen/SPT_MOOD.pth,configs/models/transform-stft-metal-MOOD.yaml,,,
+transform,Fixed spectral-transform comparison: stft,NNRS,metal,transform-stft-metal-NNRS,checkpoints/ablations/transform/stft/non_oxygen/SPT_NNRS.pth,configs/models/transform-stft-metal-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: stft,OCN,metal,transform-stft-metal-OCN,checkpoints/ablations/transform/stft/non_oxygen/SPT_OCN.pth,configs/models/transform-stft-metal-OCN.yaml,,,
+transform,Fixed spectral-transform comparison: stft,OS,metal,transform-stft-metal-OS,checkpoints/ablations/transform/stft/non_oxygen/SPT_OS.pth,configs/models/transform-stft-metal-OS.yaml,,,
+transform,Fixed spectral-transform comparison: stft,SGN,metal,transform-stft-metal-PSGO,checkpoints/ablations/transform/stft/non_oxygen/SPT_SGN.pth,configs/models/transform-stft-metal-PSGO.yaml,,,
+transform,Fixed spectral-transform comparison: stft,CN,oxygen,transform-stft-oxygen-CN,checkpoints/ablations/transform/stft/oxygen/SPT_CN.pth,configs/models/transform-stft-oxygen-CN.yaml,,,
+transform,Fixed spectral-transform comparison: stft,CN2,oxygen,transform-stft-oxygen-CN2,checkpoints/ablations/transform/stft/oxygen/SPT_CN2.pth,configs/models/transform-stft-oxygen-CN2.yaml,,,
+transform,Fixed spectral-transform comparison: stft,NNOSM,oxygen,transform-stft-oxygen-NNOSM,checkpoints/ablations/transform/stft/oxygen/SPT_NNOSM.pth,configs/models/transform-stft-oxygen-NNOSM.yaml,,,
+transform,Fixed spectral-transform comparison: stft,NNRS,oxygen,transform-stft-oxygen-NNRS,checkpoints/ablations/transform/stft/oxygen/SPT_NNRS.pth,configs/models/transform-stft-oxygen-NNRS.yaml,,,
+transform,Fixed spectral-transform comparison: stft,SGN,oxygen,transform-stft-oxygen-PSGO,checkpoints/ablations/transform/stft/oxygen/SPT_SGN.pth,configs/models/transform-stft-oxygen-PSGO.yaml,,,
+co_lisa_compounds,Measured application: co_lisa_compounds,CN,metal,app-co_lisa_compounds-CN,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_CN.pth,configs/experiments/app-co_lisa_compounds-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+co_lisa_compounds,Measured application: co_lisa_compounds,CN2,metal,app-co_lisa_compounds-CN2,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_CN2.pth,configs/experiments/app-co_lisa_compounds-CN2.yaml,non_oxygen-CN2-01,configs/models/expert-metal-CN2.yaml,data/splits/final/metal.json
+co_lisa_compounds,Measured application: co_lisa_compounds,MOOD,metal,app-co_lisa_compounds-MOOD,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_MOOD.pth,configs/experiments/app-co_lisa_compounds-MOOD.yaml,non_oxygen-MOOD-01,configs/models/expert-metal-MOOD.yaml,data/splits/final/metal.json
+co_lisa_compounds,Measured application: co_lisa_compounds,NNRS,metal,app-co_lisa_compounds-NNRS,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_NNRS.pth,configs/experiments/app-co_lisa_compounds-NNRS.yaml,non_oxygen-NNRS-01,configs/models/expert-metal-NNRS.yaml,data/splits/final/metal.json
+co_lisa_compounds,Measured application: co_lisa_compounds,OCN,metal,app-co_lisa_compounds-OCN,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_OCN.pth,configs/experiments/app-co_lisa_compounds-OCN.yaml,non_oxygen-OCN-02,configs/models/application-metal-OCN.yaml,data/splits/final/metal.json
+co_lisa_compounds,Measured application: co_lisa_compounds,OS,metal,app-co_lisa_compounds-OS,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_OS.pth,configs/experiments/app-co_lisa_compounds-OS.yaml,non_oxygen-OS-02,configs/models/application-metal-OS.yaml,data/splits/final/metal.json
+co_lisa_compounds,Measured application: co_lisa_compounds,SGN,metal,app-co_lisa_compounds-PSGO,checkpoints/applications/co_lisa_compounds/SPT_co_lisa_compounds_SGN.pth,configs/experiments/app-co_lisa_compounds-PSGO.yaml,non_oxygen-SGN-01,configs/models/expert-metal-PSGO.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,CN,metal,app-fe_charging-CN,checkpoints/applications/fe_charging/SPT_fe_charging_CN.pth,configs/experiments/app-fe_charging-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,CN2,metal,app-fe_charging-CN2,checkpoints/applications/fe_charging/SPT_fe_charging_CN2.pth,configs/experiments/app-fe_charging-CN2.yaml,non_oxygen-CN2-01,configs/models/expert-metal-CN2.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,MOOD,metal,app-fe_charging-MOOD,checkpoints/applications/fe_charging/SPT_fe_charging_MOOD.pth,configs/experiments/app-fe_charging-MOOD.yaml,non_oxygen-MOOD-01,configs/models/expert-metal-MOOD.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,NNRS,metal,app-fe_charging-NNRS,checkpoints/applications/fe_charging/SPT_fe_charging_NNRS.pth,configs/experiments/app-fe_charging-NNRS.yaml,non_oxygen-NNRS-01,configs/models/expert-metal-NNRS.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,OCN,metal,app-fe_charging-OCN,checkpoints/applications/fe_charging/SPT_fe_charging_OCN.pth,configs/experiments/app-fe_charging-OCN.yaml,non_oxygen-OCN-02,configs/models/application-metal-OCN.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,OS,metal,app-fe_charging-OS,checkpoints/applications/fe_charging/SPT_fe_charging_OS.pth,configs/experiments/app-fe_charging-OS.yaml,non_oxygen-OS-02,configs/models/application-metal-OS.yaml,data/splits/final/metal.json
+fe_charging,Measured application: fe_charging,SGN,metal,app-fe_charging-PSGO,checkpoints/applications/fe_charging/SPT_fe_charging_SGN.pth,configs/experiments/app-fe_charging-PSGO.yaml,non_oxygen-SGN-01,configs/models/expert-metal-PSGO.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,CN,metal,app-lco_computed_co_sites-CN,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_CN.pth,configs/experiments/app-lco_computed_co_sites-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,CN2,metal,app-lco_computed_co_sites-CN2,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_CN2.pth,configs/experiments/app-lco_computed_co_sites-CN2.yaml,non_oxygen-CN2-01,configs/models/expert-metal-CN2.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,MOOD,metal,app-lco_computed_co_sites-MOOD,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_MOOD.pth,configs/experiments/app-lco_computed_co_sites-MOOD.yaml,non_oxygen-MOOD-01,configs/models/expert-metal-MOOD.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,NNRS,metal,app-lco_computed_co_sites-NNRS,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_NNRS.pth,configs/experiments/app-lco_computed_co_sites-NNRS.yaml,non_oxygen-NNRS-01,configs/models/expert-metal-NNRS.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,OCN,metal,app-lco_computed_co_sites-OCN,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_OCN.pth,configs/experiments/app-lco_computed_co_sites-OCN.yaml,non_oxygen-OCN-02,configs/models/application-metal-OCN.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,OS,metal,app-lco_computed_co_sites-OS,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_OS.pth,configs/experiments/app-lco_computed_co_sites-OS.yaml,non_oxygen-OS-01,configs/models/expert-metal-OS.yaml,data/splits/final/metal.json
+lco_computed_co_sites,Computed application: lco_computed_co_sites,SGN,metal,app-lco_computed_co_sites-PSGO,checkpoints/applications/lco_computed_co_sites/SPT_lco_computed_co_sites_SGN.pth,configs/experiments/app-lco_computed_co_sites-PSGO.yaml,non_oxygen-SGN-01,configs/models/expert-metal-PSGO.yaml,data/splits/final/metal.json
+lco_measured_charging,Measured application: lco_measured_charging,OS,metal,app-lco_measured_charging-OS,checkpoints/applications/lco_measured_charging/SPT_lco_measured_charging_OS.pth,configs/experiments/app-lco_measured_charging-OS.yaml,non_oxygen-OS-01,configs/models/expert-metal-OS.yaml,data/splits/final/metal.json
+ni_fe_activation,Measured application: ni_fe_activation,CN,metal,app-ni_fe_activation-CN,checkpoints/applications/ni_fe_activation/SPT_ni_fe_activation_CN.pth,configs/experiments/app-ni_fe_activation-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+ni_fe_activation,Measured application: ni_fe_activation,MOOD,metal,app-ni_fe_activation-MOOD,checkpoints/applications/ni_fe_activation/SPT_ni_fe_activation_MOOD.pth,configs/experiments/app-ni_fe_activation-MOOD.yaml,non_oxygen-MOOD-01,configs/models/expert-metal-MOOD.yaml,data/splits/final/metal.json
+ni_fe_activation,Measured application: ni_fe_activation,NNRS,metal,app-ni_fe_activation-NNRS,checkpoints/applications/ni_fe_activation/SPT_ni_fe_activation_NNRS.pth,configs/experiments/app-ni_fe_activation-NNRS.yaml,non_oxygen-NNRS-01,configs/models/expert-metal-NNRS.yaml,data/splits/final/metal.json
+ni_fe_activation,Measured application: ni_fe_activation,OCN,metal,app-ni_fe_activation-OCN,checkpoints/applications/ni_fe_activation/SPT_ni_fe_activation_OCN.pth,configs/experiments/app-ni_fe_activation-OCN.yaml,non_oxygen-OCN-01,configs/models/expert-metal-OCN.yaml,data/splits/final/metal.json
+ni_fe_activation,Measured application: ni_fe_activation,OS,metal,app-ni_fe_activation-OS,checkpoints/applications/ni_fe_activation/SPT_ni_fe_activation_OS.pth,configs/experiments/app-ni_fe_activation-OS.yaml,non_oxygen-OS-01,configs/models/expert-metal-OS.yaml,data/splits/final/metal.json
+ni_first_sodiation,Measured application: ni_first_sodiation,CN,metal,app-ni_first_sodiation-CN,checkpoints/applications/ni_first_sodiation/SPT_ni_first_sodiation_CN.pth,configs/experiments/app-ni_first_sodiation-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+ni_first_sodiation,Measured application: ni_first_sodiation,MOOD,metal,app-ni_first_sodiation-MOOD,checkpoints/applications/ni_first_sodiation/SPT_ni_first_sodiation_MOOD.pth,configs/experiments/app-ni_first_sodiation-MOOD.yaml,non_oxygen-MOOD-01,configs/models/expert-metal-MOOD.yaml,data/splits/final/metal.json
+ni_first_sodiation,Measured application: ni_first_sodiation,NNRS,metal,app-ni_first_sodiation-NNRS,checkpoints/applications/ni_first_sodiation/SPT_ni_first_sodiation_NNRS.pth,configs/experiments/app-ni_first_sodiation-NNRS.yaml,non_oxygen-NNRS-01,configs/models/expert-metal-NNRS.yaml,data/splits/final/metal.json
+ni_first_sodiation,Measured application: ni_first_sodiation,OCN,metal,app-ni_first_sodiation-OCN,checkpoints/applications/ni_first_sodiation/SPT_ni_first_sodiation_OCN.pth,configs/experiments/app-ni_first_sodiation-OCN.yaml,non_oxygen-OCN-02,configs/models/application-metal-OCN.yaml,data/splits/final/metal.json
+ni_first_sodiation,Measured application: ni_first_sodiation,OS,metal,app-ni_first_sodiation-OS,checkpoints/applications/ni_first_sodiation/SPT_ni_first_sodiation_OS.pth,configs/experiments/app-ni_first_sodiation-OS.yaml,non_oxygen-OS-01,configs/models/expert-metal-OS.yaml,data/splits/final/metal.json
+ti_nist_standards,Measured application: ti_nist_standards,CN,metal,app-ti_nist_standards-CN,checkpoints/applications/ti_nist_standards/SPT_ti_nist_standards_CN.pth,configs/experiments/app-ti_nist_standards-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+ti_nist_standards,Measured application: ti_nist_standards,OS,metal,app-ti_nist_standards-OS,checkpoints/applications/ti_nist_standards/SPT_ti_nist_standards_OS.pth,configs/experiments/app-ti_nist_standards-OS.yaml,non_oxygen-OS-01,configs/models/expert-metal-OS.yaml,data/splits/final/metal.json
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-amformer-metal-CN,checkpoints/benchmark/amformer/non_oxygen/amformer_CN.pth,configs/models/baseline-amformer-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-amformer-metal-CN2,checkpoints/benchmark/amformer/non_oxygen/amformer_CN2.pth,configs/models/baseline-amformer-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-amformer-metal-MOOD,checkpoints/benchmark/amformer/non_oxygen/amformer_MOOD.pth,configs/models/baseline-amformer-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-amformer-metal-NNRS,checkpoints/benchmark/amformer/non_oxygen/amformer_NNRS.pth,configs/models/baseline-amformer-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-amformer-metal-OCN,checkpoints/benchmark/amformer/non_oxygen/amformer_OCN.pth,configs/models/baseline-amformer-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-amformer-metal-OS,checkpoints/benchmark/amformer/non_oxygen/amformer_OS.pth,configs/models/baseline-amformer-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-amformer-metal-PSGO,checkpoints/benchmark/amformer/non_oxygen/amformer_SGN.pth,configs/models/baseline-amformer-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-amformer-oxygen-CN,checkpoints/benchmark/amformer/oxygen/amformer_CN.pth,configs/models/baseline-amformer-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-amformer-oxygen-CN2,checkpoints/benchmark/amformer/oxygen/amformer_CN2.pth,configs/models/baseline-amformer-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-amformer-oxygen-NNOSM,checkpoints/benchmark/amformer/oxygen/amformer_NNOSM.pth,configs/models/baseline-amformer-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-amformer-oxygen-NNRS,checkpoints/benchmark/amformer/oxygen/amformer_NNRS.pth,configs/models/baseline-amformer-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-amformer-oxygen-PSGO,checkpoints/benchmark/amformer/oxygen/amformer_SGN.pth,configs/models/baseline-amformer-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-cnn1d-metal-CN,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_CN.pth,configs/models/baseline-cnn1d-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-cnn1d-metal-CN2,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_CN2.pth,configs/models/baseline-cnn1d-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-cnn1d-metal-MOOD,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_MOOD.pth,configs/models/baseline-cnn1d-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-cnn1d-metal-NNRS,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_NNRS.pth,configs/models/baseline-cnn1d-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-cnn1d-metal-OCN,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_OCN.pth,configs/models/baseline-cnn1d-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-cnn1d-metal-OS,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_OS.pth,configs/models/baseline-cnn1d-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-cnn1d-metal-PSGO,checkpoints/benchmark/cnn1d/non_oxygen/cnn1d_SGN.pth,configs/models/baseline-cnn1d-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-cnn1d-oxygen-CN,checkpoints/benchmark/cnn1d/oxygen/cnn1d_CN.pth,configs/models/baseline-cnn1d-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-cnn1d-oxygen-CN2,checkpoints/benchmark/cnn1d/oxygen/cnn1d_CN2.pth,configs/models/baseline-cnn1d-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-cnn1d-oxygen-NNOSM,checkpoints/benchmark/cnn1d/oxygen/cnn1d_NNOSM.pth,configs/models/baseline-cnn1d-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-cnn1d-oxygen-NNRS,checkpoints/benchmark/cnn1d/oxygen/cnn1d_NNRS.pth,configs/models/baseline-cnn1d-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-cnn1d-oxygen-PSGO,checkpoints/benchmark/cnn1d/oxygen/cnn1d_SGN.pth,configs/models/baseline-cnn1d-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-decision_tree-metal-CN,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_CN.joblib,configs/models/baseline-decision_tree-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-decision_tree-metal-CN2,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_CN2.joblib,configs/models/baseline-decision_tree-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-decision_tree-metal-MOOD,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_MOOD.joblib,configs/models/baseline-decision_tree-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-decision_tree-metal-NNRS,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_NNRS.joblib,configs/models/baseline-decision_tree-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-decision_tree-metal-OCN,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_OCN.joblib,configs/models/baseline-decision_tree-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-decision_tree-metal-OS,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_OS.joblib,configs/models/baseline-decision_tree-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-decision_tree-metal-PSGO,checkpoints/benchmark/decision_tree/non_oxygen/decision_tree_SGN.joblib,configs/models/baseline-decision_tree-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-decision_tree-oxygen-CN,checkpoints/benchmark/decision_tree/oxygen/decision_tree_CN.joblib,configs/models/baseline-decision_tree-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-decision_tree-oxygen-CN2,checkpoints/benchmark/decision_tree/oxygen/decision_tree_CN2.joblib,configs/models/baseline-decision_tree-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-decision_tree-oxygen-NNOSM,checkpoints/benchmark/decision_tree/oxygen/decision_tree_NNOSM.joblib,configs/models/baseline-decision_tree-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-decision_tree-oxygen-NNRS,checkpoints/benchmark/decision_tree/oxygen/decision_tree_NNRS.joblib,configs/models/baseline-decision_tree-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-decision_tree-oxygen-PSGO,checkpoints/benchmark/decision_tree/oxygen/decision_tree_SGN.joblib,configs/models/baseline-decision_tree-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-direct_nn-metal-CN,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_CN.pth,configs/models/baseline-direct_nn-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-direct_nn-metal-CN2,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_CN2.pth,configs/models/baseline-direct_nn-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-direct_nn-metal-MOOD,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_MOOD.pth,configs/models/baseline-direct_nn-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-direct_nn-metal-NNRS,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_NNRS.pth,configs/models/baseline-direct_nn-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-direct_nn-metal-OCN,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_OCN.pth,configs/models/baseline-direct_nn-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-direct_nn-metal-OS,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_OS.pth,configs/models/baseline-direct_nn-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-direct_nn-metal-PSGO,checkpoints/benchmark/direct_nn/non_oxygen/direct_nn_SGN.pth,configs/models/baseline-direct_nn-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-direct_nn-oxygen-CN,checkpoints/benchmark/direct_nn/oxygen/direct_nn_CN.pth,configs/models/baseline-direct_nn-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-direct_nn-oxygen-CN2,checkpoints/benchmark/direct_nn/oxygen/direct_nn_CN2.pth,configs/models/baseline-direct_nn-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-direct_nn-oxygen-NNOSM,checkpoints/benchmark/direct_nn/oxygen/direct_nn_NNOSM.pth,configs/models/baseline-direct_nn-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-direct_nn-oxygen-NNRS,checkpoints/benchmark/direct_nn/oxygen/direct_nn_NNRS.pth,configs/models/baseline-direct_nn-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-direct_nn-oxygen-PSGO,checkpoints/benchmark/direct_nn/oxygen/direct_nn_SGN.pth,configs/models/baseline-direct_nn-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-extra_trees-metal-CN,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_CN.joblib,configs/models/baseline-extra_trees-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-extra_trees-metal-CN2,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_CN2.joblib,configs/models/baseline-extra_trees-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-extra_trees-metal-MOOD,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_MOOD.joblib,configs/models/baseline-extra_trees-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-extra_trees-metal-NNRS,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_NNRS.joblib,configs/models/baseline-extra_trees-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-extra_trees-metal-OCN,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_OCN.joblib,configs/models/baseline-extra_trees-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-extra_trees-metal-OS,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_OS.joblib,configs/models/baseline-extra_trees-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-extra_trees-metal-PSGO,checkpoints/benchmark/extra_trees/non_oxygen/extra_trees_SGN.joblib,configs/models/baseline-extra_trees-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-extra_trees-oxygen-CN,checkpoints/benchmark/extra_trees/oxygen/extra_trees_CN.joblib,configs/models/baseline-extra_trees-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-extra_trees-oxygen-CN2,checkpoints/benchmark/extra_trees/oxygen/extra_trees_CN2.joblib,configs/models/baseline-extra_trees-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-extra_trees-oxygen-NNOSM,checkpoints/benchmark/extra_trees/oxygen/extra_trees_NNOSM.joblib,configs/models/baseline-extra_trees-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-extra_trees-oxygen-NNRS,checkpoints/benchmark/extra_trees/oxygen/extra_trees_NNRS.joblib,configs/models/baseline-extra_trees-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-extra_trees-oxygen-PSGO,checkpoints/benchmark/extra_trees/oxygen/extra_trees_SGN.joblib,configs/models/baseline-extra_trees-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-fttransformer-metal-CN,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_CN.pth,configs/models/baseline-fttransformer-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-fttransformer-metal-CN2,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_CN2.pth,configs/models/baseline-fttransformer-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-fttransformer-metal-MOOD,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_MOOD.pth,configs/models/baseline-fttransformer-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-fttransformer-metal-NNRS,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_NNRS.pth,configs/models/baseline-fttransformer-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-fttransformer-metal-OCN,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_OCN.pth,configs/models/baseline-fttransformer-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-fttransformer-metal-OS,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_OS.pth,configs/models/baseline-fttransformer-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-fttransformer-metal-PSGO,checkpoints/benchmark/fttransformer/non_oxygen/fttransformer_SGN.pth,configs/models/baseline-fttransformer-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-fttransformer-oxygen-CN,checkpoints/benchmark/fttransformer/oxygen/fttransformer_CN.pth,configs/models/baseline-fttransformer-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-fttransformer-oxygen-CN2,checkpoints/benchmark/fttransformer/oxygen/fttransformer_CN2.pth,configs/models/baseline-fttransformer-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-fttransformer-oxygen-NNOSM,checkpoints/benchmark/fttransformer/oxygen/fttransformer_NNOSM.pth,configs/models/baseline-fttransformer-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-fttransformer-oxygen-NNRS,checkpoints/benchmark/fttransformer/oxygen/fttransformer_NNRS.pth,configs/models/baseline-fttransformer-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-fttransformer-oxygen-PSGO,checkpoints/benchmark/fttransformer/oxygen/fttransformer_SGN.pth,configs/models/baseline-fttransformer-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-random_forest-metal-CN,checkpoints/benchmark/random_forest/non_oxygen/random_forest_CN.joblib,configs/models/baseline-random_forest-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-random_forest-metal-CN2,checkpoints/benchmark/random_forest/non_oxygen/random_forest_CN2.joblib,configs/models/baseline-random_forest-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-random_forest-metal-MOOD,checkpoints/benchmark/random_forest/non_oxygen/random_forest_MOOD.joblib,configs/models/baseline-random_forest-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-random_forest-metal-NNRS,checkpoints/benchmark/random_forest/non_oxygen/random_forest_NNRS.joblib,configs/models/baseline-random_forest-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-random_forest-metal-OCN,checkpoints/benchmark/random_forest/non_oxygen/random_forest_OCN.joblib,configs/models/baseline-random_forest-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-random_forest-metal-OS,checkpoints/benchmark/random_forest/non_oxygen/random_forest_OS.joblib,configs/models/baseline-random_forest-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-random_forest-metal-PSGO,checkpoints/benchmark/random_forest/non_oxygen/random_forest_SGN.joblib,configs/models/baseline-random_forest-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-random_forest-oxygen-CN,checkpoints/benchmark/random_forest/oxygen/random_forest_CN.joblib,configs/models/baseline-random_forest-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-random_forest-oxygen-CN2,checkpoints/benchmark/random_forest/oxygen/random_forest_CN2.joblib,configs/models/baseline-random_forest-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-random_forest-oxygen-NNOSM,checkpoints/benchmark/random_forest/oxygen/random_forest_NNOSM.joblib,configs/models/baseline-random_forest-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-random_forest-oxygen-NNRS,checkpoints/benchmark/random_forest/oxygen/random_forest_NNRS.joblib,configs/models/baseline-random_forest-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-random_forest-oxygen-PSGO,checkpoints/benchmark/random_forest/oxygen/random_forest_SGN.joblib,configs/models/baseline-random_forest-oxygen-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-rankaae-metal-CN,checkpoints/benchmark/rankaae/non_oxygen/rankaae_CN.pth,configs/models/baseline-rankaae-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-rankaae-metal-CN2,checkpoints/benchmark/rankaae/non_oxygen/rankaae_CN2.pth,configs/models/baseline-rankaae-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-rankaae-metal-MOOD,checkpoints/benchmark/rankaae/non_oxygen/rankaae_MOOD.pth,configs/models/baseline-rankaae-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-rankaae-metal-NNRS,checkpoints/benchmark/rankaae/non_oxygen/rankaae_NNRS.pth,configs/models/baseline-rankaae-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-rankaae-metal-OCN,checkpoints/benchmark/rankaae/non_oxygen/rankaae_OCN.pth,configs/models/baseline-rankaae-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-rankaae-metal-OS,checkpoints/benchmark/rankaae/non_oxygen/rankaae_OS.pth,configs/models/baseline-rankaae-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-rankaae-metal-PSGO,checkpoints/benchmark/rankaae/non_oxygen/rankaae_SGN.pth,configs/models/baseline-rankaae-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-rankaae-oxygen-CN,checkpoints/benchmark/rankaae/oxygen/rankaae_CN.pth,configs/models/baseline-rankaae-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-rankaae-oxygen-CN2,checkpoints/benchmark/rankaae/oxygen/rankaae_CN2.pth,configs/models/baseline-rankaae-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-rankaae-oxygen-NNOSM,checkpoints/benchmark/rankaae/oxygen/rankaae_NNOSM.pth,configs/models/baseline-rankaae-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-rankaae-oxygen-NNRS,checkpoints/benchmark/rankaae/oxygen/rankaae_NNRS.pth,configs/models/baseline-rankaae-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-rankaae-oxygen-PSGO,checkpoints/benchmark/rankaae/oxygen/rankaae_SGN.pth,configs/models/baseline-rankaae-oxygen-PSGO.yaml,,,
+expert,Computed descriptor benchmark (Expert SPT),CN,metal,expert-metal-CN,checkpoints/benchmark/spt_expert/non_oxygen/SPT_CN.pth,configs/models/expert-metal-CN.yaml,non_oxygen-CN-01,configs/models/expert-metal-CN.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),CN2,metal,expert-metal-CN2,checkpoints/benchmark/spt_expert/non_oxygen/SPT_CN2.pth,configs/models/expert-metal-CN2.yaml,non_oxygen-CN2-01,configs/models/expert-metal-CN2.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),MOOD,metal,expert-metal-MOOD,checkpoints/benchmark/spt_expert/non_oxygen/SPT_MOOD.pth,configs/models/expert-metal-MOOD.yaml,non_oxygen-MOOD-01,configs/models/expert-metal-MOOD.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),NNRS,metal,expert-metal-NNRS,checkpoints/benchmark/spt_expert/non_oxygen/SPT_NNRS.pth,configs/models/expert-metal-NNRS.yaml,non_oxygen-NNRS-01,configs/models/expert-metal-NNRS.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),OCN,metal,expert-metal-OCN,checkpoints/benchmark/spt_expert/non_oxygen/SPT_OCN.pth,configs/models/expert-metal-OCN.yaml,non_oxygen-OCN-01,configs/models/expert-metal-OCN.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),OS,metal,expert-metal-OS,checkpoints/benchmark/spt_expert/non_oxygen/SPT_OS.pth,configs/models/expert-metal-OS.yaml,non_oxygen-OS-01,configs/models/expert-metal-OS.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),SGN,metal,expert-metal-PSGO,checkpoints/benchmark/spt_expert/non_oxygen/SPT_SGN.pth,configs/models/expert-metal-PSGO.yaml,non_oxygen-SGN-01,configs/models/expert-metal-PSGO.yaml,data/splits/final/metal.json
+expert,Computed descriptor benchmark (Expert SPT),CN,oxygen,expert-oxygen-CN,checkpoints/benchmark/spt_expert/oxygen/SPT_CN.pth,configs/models/expert-oxygen-CN.yaml,,,
+expert,Computed descriptor benchmark (Expert SPT),CN2,oxygen,expert-oxygen-CN2,checkpoints/benchmark/spt_expert/oxygen/SPT_CN2.pth,configs/models/expert-oxygen-CN2.yaml,,,
+expert,Computed descriptor benchmark (Expert SPT),NNOSM,oxygen,expert-oxygen-NNOSM,checkpoints/benchmark/spt_expert/oxygen/SPT_NNOSM.pth,configs/models/expert-oxygen-NNOSM.yaml,,,
+expert,Computed descriptor benchmark (Expert SPT),NNRS,oxygen,expert-oxygen-NNRS,checkpoints/benchmark/spt_expert/oxygen/SPT_NNRS.pth,configs/models/expert-oxygen-NNRS.yaml,,,
+expert,Computed descriptor benchmark (Expert SPT),SGN,oxygen,expert-oxygen-PSGO,checkpoints/benchmark/spt_expert/oxygen/SPT_SGN.pth,configs/models/expert-oxygen-PSGO.yaml,,,
+joint,Computed complete-descriptor benchmark (Joint SPT),all,metal,joint-metal,checkpoints/benchmark/spt_joint/non_oxygen/SPT_joint.pth,configs/models/joint-metal.yaml,,,
+joint,Computed complete-descriptor benchmark (Joint SPT),all,oxygen,joint-oxygen,checkpoints/benchmark/spt_joint/oxygen/SPT_joint.pth,configs/models/joint-oxygen.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,metal,baseline-xgboost-metal-CN,checkpoints/benchmark/xgboost/non_oxygen/xgboost_CN.joblib,configs/models/baseline-xgboost-metal-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,metal,baseline-xgboost-metal-CN2,checkpoints/benchmark/xgboost/non_oxygen/xgboost_CN2.joblib,configs/models/baseline-xgboost-metal-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),MOOD,metal,baseline-xgboost-metal-MOOD,checkpoints/benchmark/xgboost/non_oxygen/xgboost_MOOD.joblib,configs/models/baseline-xgboost-metal-MOOD.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,metal,baseline-xgboost-metal-NNRS,checkpoints/benchmark/xgboost/non_oxygen/xgboost_NNRS.joblib,configs/models/baseline-xgboost-metal-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OCN,metal,baseline-xgboost-metal-OCN,checkpoints/benchmark/xgboost/non_oxygen/xgboost_OCN.joblib,configs/models/baseline-xgboost-metal-OCN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),OS,metal,baseline-xgboost-metal-OS,checkpoints/benchmark/xgboost/non_oxygen/xgboost_OS.joblib,configs/models/baseline-xgboost-metal-OS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,metal,baseline-xgboost-metal-PSGO,checkpoints/benchmark/xgboost/non_oxygen/xgboost_SGN.joblib,configs/models/baseline-xgboost-metal-PSGO.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN,oxygen,baseline-xgboost-oxygen-CN,checkpoints/benchmark/xgboost/oxygen/xgboost_CN.joblib,configs/models/baseline-xgboost-oxygen-CN.yaml,,,
+baseline,Computed descriptor benchmark (comparator),CN2,oxygen,baseline-xgboost-oxygen-CN2,checkpoints/benchmark/xgboost/oxygen/xgboost_CN2.joblib,configs/models/baseline-xgboost-oxygen-CN2.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNOSM,oxygen,baseline-xgboost-oxygen-NNOSM,checkpoints/benchmark/xgboost/oxygen/xgboost_NNOSM.joblib,configs/models/baseline-xgboost-oxygen-NNOSM.yaml,,,
+baseline,Computed descriptor benchmark (comparator),NNRS,oxygen,baseline-xgboost-oxygen-NNRS,checkpoints/benchmark/xgboost/oxygen/xgboost_NNRS.joblib,configs/models/baseline-xgboost-oxygen-NNRS.yaml,,,
+baseline,Computed descriptor benchmark (comparator),SGN,oxygen,baseline-xgboost-oxygen-PSGO,checkpoints/benchmark/xgboost/oxygen/xgboost_SGN.joblib,configs/models/baseline-xgboost-oxygen-PSGO.yaml,,,
+interpretability,Fourier-band interventions,CN,metal,bands-expert-metal-CN,checkpoints/interpretability/bands/spt/non_oxygen/spt_CN.pth,configs/experiments/bands-expert-metal-CN.yaml,,,
+interpretability,Fourier-band interventions,CN2,metal,bands-expert-metal-CN2,checkpoints/interpretability/bands/spt/non_oxygen/spt_CN2.pth,configs/experiments/bands-expert-metal-CN2.yaml,,,
+interpretability,Fourier-band interventions,MOOD,metal,bands-expert-metal-MOOD,checkpoints/interpretability/bands/spt/non_oxygen/spt_MOOD.pth,configs/experiments/bands-expert-metal-MOOD.yaml,,,
+interpretability,Fourier-band interventions,NNRS,metal,bands-expert-metal-NNRS,checkpoints/interpretability/bands/spt/non_oxygen/spt_NNRS.pth,configs/experiments/bands-expert-metal-NNRS.yaml,,,
+interpretability,Fourier-band interventions,OCN,metal,bands-expert-metal-OCN,checkpoints/interpretability/bands/spt/non_oxygen/spt_OCN.pth,configs/experiments/bands-expert-metal-OCN.yaml,,,
+interpretability,Fourier-band interventions,OS,metal,bands-expert-metal-OS,checkpoints/interpretability/bands/spt/non_oxygen/spt_OS.pth,configs/experiments/bands-expert-metal-OS.yaml,,,
+interpretability,Fourier-band interventions,SGN,metal,bands-expert-metal-PSGO,checkpoints/interpretability/bands/spt/non_oxygen/spt_SGN.pth,configs/experiments/bands-expert-metal-PSGO.yaml,,,
+interpretability,Fourier-band interventions,CN,oxygen,bands-expert-oxygen-CN,checkpoints/interpretability/bands/spt/oxygen/spt_CN.pth,configs/experiments/bands-expert-oxygen-CN.yaml,,,
+interpretability,Fourier-band interventions,CN2,oxygen,bands-expert-oxygen-CN2,checkpoints/interpretability/bands/spt/oxygen/spt_CN2.pth,configs/experiments/bands-expert-oxygen-CN2.yaml,,,
+interpretability,Fourier-band interventions,NNOSM,oxygen,bands-expert-oxygen-NNOSM,checkpoints/interpretability/bands/spt/oxygen/spt_NNOSM.pth,configs/experiments/bands-expert-oxygen-NNOSM.yaml,,,
+interpretability,Fourier-band interventions,NNRS,oxygen,bands-expert-oxygen-NNRS,checkpoints/interpretability/bands/spt/oxygen/spt_NNRS.pth,configs/experiments/bands-expert-oxygen-NNRS.yaml,,,
+interpretability,Fourier-band interventions,SGN,oxygen,bands-expert-oxygen-PSGO,checkpoints/interpretability/bands/spt/oxygen/spt_SGN.pth,configs/experiments/bands-expert-oxygen-PSGO.yaml,,,
+interpretability,Energy-window interventions,CN,metal,energy_windows-expert-metal-CN,checkpoints/interpretability/energy_windows/spt/non_oxygen/spt_CN.pth,configs/experiments/energy_windows-expert-metal-CN.yaml,,,
+interpretability,Energy-window interventions,CN2,metal,energy_windows-expert-metal-CN2,checkpoints/interpretability/energy_windows/spt/non_oxygen/spt_CN2.pth,configs/experiments/energy_windows-expert-metal-CN2.yaml,,,
+interpretability,Energy-window interventions,OS,metal,energy_windows-expert-metal-OS,checkpoints/interpretability/energy_windows/spt/non_oxygen/spt_OS.pth,configs/experiments/energy_windows-expert-metal-OS.yaml,,,
+interpretability,Energy-window interventions,CN,oxygen,energy_windows-expert-oxygen-CN,checkpoints/interpretability/energy_windows/spt/oxygen/spt_CN.pth,configs/experiments/energy_windows-expert-oxygen-CN.yaml,,,
+interpretability,Energy-window interventions,CN2,oxygen,energy_windows-expert-oxygen-CN2,checkpoints/interpretability/energy_windows/spt/oxygen/spt_CN2.pth,configs/experiments/energy_windows-expert-oxygen-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,metal,gaussian-baseline-amformer-metal-CN,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_CN.pth,configs/experiments/gaussian-baseline-amformer-metal-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,metal,gaussian-baseline-amformer-metal-CN2,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_CN2.pth,configs/experiments/gaussian-baseline-amformer-metal-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,MOOD,metal,gaussian-baseline-amformer-metal-MOOD,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_MOOD.pth,configs/experiments/gaussian-baseline-amformer-metal-MOOD.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,metal,gaussian-baseline-amformer-metal-NNRS,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_NNRS.pth,configs/experiments/gaussian-baseline-amformer-metal-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,OCN,metal,gaussian-baseline-amformer-metal-OCN,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_OCN.pth,configs/experiments/gaussian-baseline-amformer-metal-OCN.yaml,,,
+robustness,Matched Gaussian noise comparison,OS,metal,gaussian-baseline-amformer-metal-OS,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_OS.pth,configs/experiments/gaussian-baseline-amformer-metal-OS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,metal,gaussian-baseline-amformer-metal-PSGO,checkpoints/robustness/gaussian/amformer/non_oxygen/amformer_SGN.pth,configs/experiments/gaussian-baseline-amformer-metal-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,oxygen,gaussian-baseline-amformer-oxygen-CN,checkpoints/robustness/gaussian/amformer/oxygen/amformer_CN.pth,configs/experiments/gaussian-baseline-amformer-oxygen-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,oxygen,gaussian-baseline-amformer-oxygen-CN2,checkpoints/robustness/gaussian/amformer/oxygen/amformer_CN2.pth,configs/experiments/gaussian-baseline-amformer-oxygen-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,NNOSM,oxygen,gaussian-baseline-amformer-oxygen-NNOSM,checkpoints/robustness/gaussian/amformer/oxygen/amformer_NNOSM.pth,configs/experiments/gaussian-baseline-amformer-oxygen-NNOSM.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,oxygen,gaussian-baseline-amformer-oxygen-NNRS,checkpoints/robustness/gaussian/amformer/oxygen/amformer_NNRS.pth,configs/experiments/gaussian-baseline-amformer-oxygen-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,oxygen,gaussian-baseline-amformer-oxygen-PSGO,checkpoints/robustness/gaussian/amformer/oxygen/amformer_SGN.pth,configs/experiments/gaussian-baseline-amformer-oxygen-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,metal,gaussian-baseline-direct_nn-metal-CN,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_CN.pth,configs/experiments/gaussian-baseline-direct_nn-metal-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,metal,gaussian-baseline-direct_nn-metal-CN2,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_CN2.pth,configs/experiments/gaussian-baseline-direct_nn-metal-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,MOOD,metal,gaussian-baseline-direct_nn-metal-MOOD,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_MOOD.pth,configs/experiments/gaussian-baseline-direct_nn-metal-MOOD.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,metal,gaussian-baseline-direct_nn-metal-NNRS,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_NNRS.pth,configs/experiments/gaussian-baseline-direct_nn-metal-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,OCN,metal,gaussian-baseline-direct_nn-metal-OCN,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_OCN.pth,configs/experiments/gaussian-baseline-direct_nn-metal-OCN.yaml,,,
+robustness,Matched Gaussian noise comparison,OS,metal,gaussian-baseline-direct_nn-metal-OS,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_OS.pth,configs/experiments/gaussian-baseline-direct_nn-metal-OS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,metal,gaussian-baseline-direct_nn-metal-PSGO,checkpoints/robustness/gaussian/direct_nn/non_oxygen/direct_nn_SGN.pth,configs/experiments/gaussian-baseline-direct_nn-metal-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,oxygen,gaussian-baseline-direct_nn-oxygen-CN,checkpoints/robustness/gaussian/direct_nn/oxygen/direct_nn_CN.pth,configs/experiments/gaussian-baseline-direct_nn-oxygen-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,oxygen,gaussian-baseline-direct_nn-oxygen-CN2,checkpoints/robustness/gaussian/direct_nn/oxygen/direct_nn_CN2.pth,configs/experiments/gaussian-baseline-direct_nn-oxygen-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,NNOSM,oxygen,gaussian-baseline-direct_nn-oxygen-NNOSM,checkpoints/robustness/gaussian/direct_nn/oxygen/direct_nn_NNOSM.pth,configs/experiments/gaussian-baseline-direct_nn-oxygen-NNOSM.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,oxygen,gaussian-baseline-direct_nn-oxygen-NNRS,checkpoints/robustness/gaussian/direct_nn/oxygen/direct_nn_NNRS.pth,configs/experiments/gaussian-baseline-direct_nn-oxygen-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,oxygen,gaussian-baseline-direct_nn-oxygen-PSGO,checkpoints/robustness/gaussian/direct_nn/oxygen/direct_nn_SGN.pth,configs/experiments/gaussian-baseline-direct_nn-oxygen-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,metal,gaussian-baseline-random_forest-metal-CN,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_CN.joblib,configs/experiments/gaussian-baseline-random_forest-metal-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,metal,gaussian-baseline-random_forest-metal-CN2,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_CN2.joblib,configs/experiments/gaussian-baseline-random_forest-metal-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,MOOD,metal,gaussian-baseline-random_forest-metal-MOOD,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_MOOD.joblib,configs/experiments/gaussian-baseline-random_forest-metal-MOOD.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,metal,gaussian-baseline-random_forest-metal-NNRS,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_NNRS.joblib,configs/experiments/gaussian-baseline-random_forest-metal-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,OCN,metal,gaussian-baseline-random_forest-metal-OCN,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_OCN.joblib,configs/experiments/gaussian-baseline-random_forest-metal-OCN.yaml,,,
+robustness,Matched Gaussian noise comparison,OS,metal,gaussian-baseline-random_forest-metal-OS,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_OS.joblib,configs/experiments/gaussian-baseline-random_forest-metal-OS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,metal,gaussian-baseline-random_forest-metal-PSGO,checkpoints/robustness/gaussian/random_forest/non_oxygen/random_forest_SGN.joblib,configs/experiments/gaussian-baseline-random_forest-metal-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,oxygen,gaussian-baseline-random_forest-oxygen-CN,checkpoints/robustness/gaussian/random_forest/oxygen/random_forest_CN.joblib,configs/experiments/gaussian-baseline-random_forest-oxygen-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,oxygen,gaussian-baseline-random_forest-oxygen-CN2,checkpoints/robustness/gaussian/random_forest/oxygen/random_forest_CN2.joblib,configs/experiments/gaussian-baseline-random_forest-oxygen-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,NNOSM,oxygen,gaussian-baseline-random_forest-oxygen-NNOSM,checkpoints/robustness/gaussian/random_forest/oxygen/random_forest_NNOSM.joblib,configs/experiments/gaussian-baseline-random_forest-oxygen-NNOSM.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,oxygen,gaussian-baseline-random_forest-oxygen-NNRS,checkpoints/robustness/gaussian/random_forest/oxygen/random_forest_NNRS.joblib,configs/experiments/gaussian-baseline-random_forest-oxygen-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,oxygen,gaussian-baseline-random_forest-oxygen-PSGO,checkpoints/robustness/gaussian/random_forest/oxygen/random_forest_SGN.joblib,configs/experiments/gaussian-baseline-random_forest-oxygen-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,metal,gaussian-expert-metal-CN,checkpoints/robustness/gaussian/spt/non_oxygen/spt_CN.pth,configs/experiments/gaussian-expert-metal-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,metal,gaussian-expert-metal-CN2,checkpoints/robustness/gaussian/spt/non_oxygen/spt_CN2.pth,configs/experiments/gaussian-expert-metal-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,MOOD,metal,gaussian-expert-metal-MOOD,checkpoints/robustness/gaussian/spt/non_oxygen/spt_MOOD.pth,configs/experiments/gaussian-expert-metal-MOOD.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,metal,gaussian-expert-metal-NNRS,checkpoints/robustness/gaussian/spt/non_oxygen/spt_NNRS.pth,configs/experiments/gaussian-expert-metal-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,OCN,metal,gaussian-expert-metal-OCN,checkpoints/robustness/gaussian/spt/non_oxygen/spt_OCN.pth,configs/experiments/gaussian-expert-metal-OCN.yaml,,,
+robustness,Matched Gaussian noise comparison,OS,metal,gaussian-expert-metal-OS,checkpoints/robustness/gaussian/spt/non_oxygen/spt_OS.pth,configs/experiments/gaussian-expert-metal-OS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,metal,gaussian-expert-metal-PSGO,checkpoints/robustness/gaussian/spt/non_oxygen/spt_SGN.pth,configs/experiments/gaussian-expert-metal-PSGO.yaml,,,
+robustness,Matched Gaussian noise comparison,CN,oxygen,gaussian-expert-oxygen-CN,checkpoints/robustness/gaussian/spt/oxygen/spt_CN.pth,configs/experiments/gaussian-expert-oxygen-CN.yaml,,,
+robustness,Matched Gaussian noise comparison,CN2,oxygen,gaussian-expert-oxygen-CN2,checkpoints/robustness/gaussian/spt/oxygen/spt_CN2.pth,configs/experiments/gaussian-expert-oxygen-CN2.yaml,,,
+robustness,Matched Gaussian noise comparison,NNOSM,oxygen,gaussian-expert-oxygen-NNOSM,checkpoints/robustness/gaussian/spt/oxygen/spt_NNOSM.pth,configs/experiments/gaussian-expert-oxygen-NNOSM.yaml,,,
+robustness,Matched Gaussian noise comparison,NNRS,oxygen,gaussian-expert-oxygen-NNRS,checkpoints/robustness/gaussian/spt/oxygen/spt_NNRS.pth,configs/experiments/gaussian-expert-oxygen-NNRS.yaml,,,
+robustness,Matched Gaussian noise comparison,SGN,oxygen,gaussian-expert-oxygen-PSGO,checkpoints/robustness/gaussian/spt/oxygen/spt_SGN.pth,configs/experiments/gaussian-expert-oxygen-PSGO.yaml,,,
+runtime,Model-execution timing,all,metal,runtime-joint-metal,checkpoints/runtime/spt/non_oxygen/spt_all.pth,configs/experiments/runtime-joint-metal.yaml,,,
+runtime,Model-execution timing,CN,metal,runtime-expert-metal-CN,checkpoints/runtime/spt/non_oxygen/spt_CN.pth,configs/experiments/runtime-expert-metal-CN.yaml,,,
+runtime,Model-execution timing,CN2,metal,runtime-expert-metal-CN2,checkpoints/runtime/spt/non_oxygen/spt_CN2.pth,configs/experiments/runtime-expert-metal-CN2.yaml,,,
+runtime,Model-execution timing,MOOD,metal,runtime-expert-metal-MOOD,checkpoints/runtime/spt/non_oxygen/spt_MOOD.pth,configs/experiments/runtime-expert-metal-MOOD.yaml,,,
+runtime,Model-execution timing,NNRS,metal,runtime-expert-metal-NNRS,checkpoints/runtime/spt/non_oxygen/spt_NNRS.pth,configs/experiments/runtime-expert-metal-NNRS.yaml,,,
+runtime,Model-execution timing,OCN,metal,runtime-expert-metal-OCN,checkpoints/runtime/spt/non_oxygen/spt_OCN.pth,configs/experiments/runtime-expert-metal-OCN.yaml,,,
+runtime,Model-execution timing,OS,metal,runtime-expert-metal-OS,checkpoints/runtime/spt/non_oxygen/spt_OS.pth,configs/experiments/runtime-expert-metal-OS.yaml,,,
+runtime,Model-execution timing,SGN,metal,runtime-expert-metal-PSGO,checkpoints/runtime/spt/non_oxygen/spt_SGN.pth,configs/experiments/runtime-expert-metal-PSGO.yaml,,,
+runtime,Model-execution timing,all,oxygen,runtime-joint-oxygen,checkpoints/runtime/spt/oxygen/spt_all.pth,configs/experiments/runtime-joint-oxygen.yaml,,,
+runtime,Model-execution timing,CN,oxygen,runtime-expert-oxygen-CN,checkpoints/runtime/spt/oxygen/spt_CN.pth,configs/experiments/runtime-expert-oxygen-CN.yaml,,,
+runtime,Model-execution timing,CN2,oxygen,runtime-expert-oxygen-CN2,checkpoints/runtime/spt/oxygen/spt_CN2.pth,configs/experiments/runtime-expert-oxygen-CN2.yaml,,,
+runtime,Model-execution timing,NNOSM,oxygen,runtime-expert-oxygen-NNOSM,checkpoints/runtime/spt/oxygen/spt_NNOSM.pth,configs/experiments/runtime-expert-oxygen-NNOSM.yaml,,,
+runtime,Model-execution timing,NNRS,oxygen,runtime-expert-oxygen-NNRS,checkpoints/runtime/spt/oxygen/spt_NNRS.pth,configs/experiments/runtime-expert-oxygen-NNRS.yaml,,,
+runtime,Model-execution timing,SGN,oxygen,runtime-expert-oxygen-PSGO,checkpoints/runtime/spt/oxygen/spt_SGN.pth,configs/experiments/runtime-expert-oxygen-PSGO.yaml,,,
+transfer,Target-domain scratch training,CN,metal,transfer-CN-scratch-10,checkpoints/transfer/CN/scratch_10.pth,configs/transfer/transfer-CN-scratch-10.yaml,,,
+transfer,Target-domain scratch training,CN,metal,transfer-CN-scratch-25,checkpoints/transfer/CN/scratch_25.pth,configs/transfer/transfer-CN-scratch-25.yaml,,,
+transfer,Target-domain scratch training,CN,metal,transfer-CN-scratch-50,checkpoints/transfer/CN/scratch_50.pth,configs/transfer/transfer-CN-scratch-50.yaml,,,
+transfer,Transfer source model,CN,metal,transfer-source-CN,checkpoints/transfer/CN/source.pth,configs/transfer/transfer-source-CN-evaluate.yaml,,,
+transfer,Target-domain transfer learning,CN,metal,transfer-CN-tl-10,checkpoints/transfer/CN/tl_10.pth,configs/transfer/transfer-CN-tl-10.yaml,,,
+transfer,Transfer learning initialization,CN,metal,,checkpoints/transfer/CN/tl_10_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,CN,metal,,checkpoints/transfer/CN/tl_10_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain transfer learning,CN,metal,transfer-CN-tl-25,checkpoints/transfer/CN/tl_25.pth,configs/transfer/transfer-CN-tl-25.yaml,,,
+transfer,Transfer learning initialization,CN,metal,,checkpoints/transfer/CN/tl_25_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,CN,metal,,checkpoints/transfer/CN/tl_25_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain transfer learning,CN,metal,transfer-CN-tl-50,checkpoints/transfer/CN/tl_50.pth,configs/transfer/transfer-CN-tl-50.yaml,,,
+transfer,Transfer learning initialization,CN,metal,,checkpoints/transfer/CN/tl_50_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,CN,metal,,checkpoints/transfer/CN/tl_50_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain scratch training,OCN,metal,transfer-OCN-scratch-10,checkpoints/transfer/OCN/scratch_10.pth,configs/transfer/transfer-OCN-scratch-10.yaml,,,
+transfer,Target-domain scratch training,OCN,metal,transfer-OCN-scratch-25,checkpoints/transfer/OCN/scratch_25.pth,configs/transfer/transfer-OCN-scratch-25.yaml,,,
+transfer,Target-domain scratch training,OCN,metal,transfer-OCN-scratch-50,checkpoints/transfer/OCN/scratch_50.pth,configs/transfer/transfer-OCN-scratch-50.yaml,,,
+transfer,Transfer source model,OCN,metal,transfer-source-OCN,checkpoints/transfer/OCN/source.pth,configs/transfer/transfer-source-OCN-evaluate.yaml,,,
+transfer,Target-domain transfer learning,OCN,metal,transfer-OCN-tl-10,checkpoints/transfer/OCN/tl_10.pth,configs/transfer/transfer-OCN-tl-10.yaml,,,
+transfer,Transfer learning initialization,OCN,metal,,checkpoints/transfer/OCN/tl_10_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,OCN,metal,,checkpoints/transfer/OCN/tl_10_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain transfer learning,OCN,metal,transfer-OCN-tl-25,checkpoints/transfer/OCN/tl_25.pth,configs/transfer/transfer-OCN-tl-25.yaml,,,
+transfer,Transfer learning initialization,OCN,metal,,checkpoints/transfer/OCN/tl_25_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,OCN,metal,,checkpoints/transfer/OCN/tl_25_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain transfer learning,OCN,metal,transfer-OCN-tl-50,checkpoints/transfer/OCN/tl_50.pth,configs/transfer/transfer-OCN-tl-50.yaml,,,
+transfer,Transfer learning initialization,OCN,metal,,checkpoints/transfer/OCN/tl_50_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,OCN,metal,,checkpoints/transfer/OCN/tl_50_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain scratch training,OS,metal,transfer-OS-scratch-10,checkpoints/transfer/OS/scratch_10.pth,configs/transfer/transfer-OS-scratch-10.yaml,,,
+transfer,Target-domain scratch training,OS,metal,transfer-OS-scratch-25,checkpoints/transfer/OS/scratch_25.pth,configs/transfer/transfer-OS-scratch-25.yaml,,,
+transfer,Target-domain scratch training,OS,metal,transfer-OS-scratch-50,checkpoints/transfer/OS/scratch_50.pth,configs/transfer/transfer-OS-scratch-50.yaml,,,
+transfer,Transfer source model,OS,metal,transfer-source-OS,checkpoints/transfer/OS/source.pth,configs/transfer/transfer-source-OS-evaluate.yaml,,,
+transfer,Target-domain transfer learning,OS,metal,transfer-OS-tl-10,checkpoints/transfer/OS/tl_10.pth,configs/transfer/transfer-OS-tl-10.yaml,,,
+transfer,Transfer learning initialization,OS,metal,,checkpoints/transfer/OS/tl_10_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,OS,metal,,checkpoints/transfer/OS/tl_10_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain transfer learning,OS,metal,transfer-OS-tl-25,checkpoints/transfer/OS/tl_25.pth,configs/transfer/transfer-OS-tl-25.yaml,,,
+transfer,Transfer learning initialization,OS,metal,,checkpoints/transfer/OS/tl_25_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,OS,metal,,checkpoints/transfer/OS/tl_25_source.pth,See configs/transfer/cases.json,,,
+transfer,Target-domain transfer learning,OS,metal,transfer-OS-tl-50,checkpoints/transfer/OS/tl_50.pth,configs/transfer/transfer-OS-tl-50.yaml,,,
+transfer,Transfer learning initialization,OS,metal,,checkpoints/transfer/OS/tl_50_initializer.pth,See configs/transfer/cases.json,,,
+transfer,Transfer source model,OS,metal,,checkpoints/transfer/OS/tl_50_source.pth,See configs/transfer/cases.json,,,
+uncertainty,Monte Carlo dropout,CN,metal,uncertainty-expert-metal-CN,checkpoints/uncertainty/spt/non_oxygen/spt_CN.pth,configs/experiments/uncertainty-expert-metal-CN.yaml,,,
+uncertainty,Monte Carlo dropout,CN2,metal,uncertainty-expert-metal-CN2,checkpoints/uncertainty/spt/non_oxygen/spt_CN2.pth,configs/experiments/uncertainty-expert-metal-CN2.yaml,,,
+uncertainty,Monte Carlo dropout,MOOD,metal,uncertainty-expert-metal-MOOD,checkpoints/uncertainty/spt/non_oxygen/spt_MOOD.pth,configs/experiments/uncertainty-expert-metal-MOOD.yaml,,,
+uncertainty,Monte Carlo dropout,NNRS,metal,uncertainty-expert-metal-NNRS,checkpoints/uncertainty/spt/non_oxygen/spt_NNRS.pth,configs/experiments/uncertainty-expert-metal-NNRS.yaml,,,
+uncertainty,Monte Carlo dropout,OCN,metal,uncertainty-expert-metal-OCN,checkpoints/uncertainty/spt/non_oxygen/spt_OCN.pth,configs/experiments/uncertainty-expert-metal-OCN.yaml,,,
+uncertainty,Monte Carlo dropout,OS,metal,uncertainty-expert-metal-OS,checkpoints/uncertainty/spt/non_oxygen/spt_OS.pth,configs/experiments/uncertainty-expert-metal-OS.yaml,,,
+uncertainty,Monte Carlo dropout,SGN,metal,uncertainty-expert-metal-PSGO,checkpoints/uncertainty/spt/non_oxygen/spt_SGN.pth,configs/experiments/uncertainty-expert-metal-PSGO.yaml,,,
+uncertainty,Monte Carlo dropout,CN,oxygen,uncertainty-expert-oxygen-CN,checkpoints/uncertainty/spt/oxygen/spt_CN.pth,configs/experiments/uncertainty-expert-oxygen-CN.yaml,,,
+uncertainty,Monte Carlo dropout,CN2,oxygen,uncertainty-expert-oxygen-CN2,checkpoints/uncertainty/spt/oxygen/spt_CN2.pth,configs/experiments/uncertainty-expert-oxygen-CN2.yaml,,,
+uncertainty,Monte Carlo dropout,NNOSM,oxygen,uncertainty-expert-oxygen-NNOSM,checkpoints/uncertainty/spt/oxygen/spt_NNOSM.pth,configs/experiments/uncertainty-expert-oxygen-NNOSM.yaml,,,
+uncertainty,Monte Carlo dropout,NNRS,oxygen,uncertainty-expert-oxygen-NNRS,checkpoints/uncertainty/spt/oxygen/spt_NNRS.pth,configs/experiments/uncertainty-expert-oxygen-NNRS.yaml,,,
+uncertainty,Monte Carlo dropout,SGN,oxygen,uncertainty-expert-oxygen-PSGO,checkpoints/uncertainty/spt/oxygen/spt_SGN.pth,configs/experiments/uncertainty-expert-oxygen-PSGO.yaml,,,
+transfer,Frozen source baseline for zero-shot inference,OS,metal,transfer-direct_nn-OS-source,checkpoints/transfer/baselines/direct_nn/OS/source.pth,configs/transfer/baselines/direct_nn/OS/source.yaml,,configs/transfer/baselines/direct_nn/OS/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,OS,metal,transfer-amformer-OS-source,checkpoints/transfer/baselines/amformer/OS/source.pth,configs/transfer/baselines/amformer/OS/source.yaml,,configs/transfer/baselines/amformer/OS/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,OS,metal,transfer-random_forest-OS-source,checkpoints/transfer/baselines/random_forest/OS/source.joblib,configs/transfer/baselines/random_forest/OS/source.yaml,,configs/transfer/baselines/random_forest/OS/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,CN,metal,transfer-direct_nn-CN-source,checkpoints/transfer/baselines/direct_nn/CN/source.pth,configs/transfer/baselines/direct_nn/CN/source.yaml,,configs/transfer/baselines/direct_nn/CN/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,CN,metal,transfer-amformer-CN-source,checkpoints/transfer/baselines/amformer/CN/source.pth,configs/transfer/baselines/amformer/CN/source.yaml,,configs/transfer/baselines/amformer/CN/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,CN,metal,transfer-random_forest-CN-source,checkpoints/transfer/baselines/random_forest/CN/source.joblib,configs/transfer/baselines/random_forest/CN/source.yaml,,configs/transfer/baselines/random_forest/CN/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,OCN,metal,transfer-direct_nn-OCN-source,checkpoints/transfer/baselines/direct_nn/OCN/source.pth,configs/transfer/baselines/direct_nn/OCN/source.yaml,,configs/transfer/baselines/direct_nn/OCN/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,OCN,metal,transfer-amformer-OCN-source,checkpoints/transfer/baselines/amformer/OCN/source.pth,configs/transfer/baselines/amformer/OCN/source.yaml,,configs/transfer/baselines/amformer/OCN/source.yaml,data/splits/transfer/source_metal.json
+transfer,Frozen source baseline for zero-shot inference,OCN,metal,transfer-random_forest-OCN-source,checkpoints/transfer/baselines/random_forest/OCN/source.joblib,configs/transfer/baselines/random_forest/OCN/source.yaml,,configs/transfer/baselines/random_forest/OCN/source.yaml,data/splits/transfer/source_metal.json
+transfer,Target-only neural baseline,OS,metal,transfer-direct_nn-OS-scratch-10,checkpoints/transfer/baselines/direct_nn/OS/scratch-10.pth,configs/transfer/baselines/direct_nn/OS/scratch-10.yaml,,configs/transfer/baselines/direct_nn/OS/scratch-10.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,OS,metal,transfer-direct_nn-OS-tl-10,checkpoints/transfer/baselines/direct_nn/OS/tl-10.pth,configs/transfer/baselines/direct_nn/OS/tl-10.yaml,,configs/transfer/baselines/direct_nn/OS/tl-10.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,OS,metal,transfer-amformer-OS-scratch-10,checkpoints/transfer/baselines/amformer/OS/scratch-10.pth,configs/transfer/baselines/amformer/OS/scratch-10.yaml,,configs/transfer/baselines/amformer/OS/scratch-10.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,OS,metal,transfer-amformer-OS-tl-10,checkpoints/transfer/baselines/amformer/OS/tl-10.pth,configs/transfer/baselines/amformer/OS/tl-10.yaml,,configs/transfer/baselines/amformer/OS/tl-10.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,OS,metal,transfer-direct_nn-OS-scratch-25,checkpoints/transfer/baselines/direct_nn/OS/scratch-25.pth,configs/transfer/baselines/direct_nn/OS/scratch-25.yaml,,configs/transfer/baselines/direct_nn/OS/scratch-25.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,OS,metal,transfer-direct_nn-OS-tl-25,checkpoints/transfer/baselines/direct_nn/OS/tl-25.pth,configs/transfer/baselines/direct_nn/OS/tl-25.yaml,,configs/transfer/baselines/direct_nn/OS/tl-25.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,OS,metal,transfer-amformer-OS-scratch-25,checkpoints/transfer/baselines/amformer/OS/scratch-25.pth,configs/transfer/baselines/amformer/OS/scratch-25.yaml,,configs/transfer/baselines/amformer/OS/scratch-25.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,OS,metal,transfer-amformer-OS-tl-25,checkpoints/transfer/baselines/amformer/OS/tl-25.pth,configs/transfer/baselines/amformer/OS/tl-25.yaml,,configs/transfer/baselines/amformer/OS/tl-25.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,OS,metal,transfer-direct_nn-OS-scratch-50,checkpoints/transfer/baselines/direct_nn/OS/scratch-50.pth,configs/transfer/baselines/direct_nn/OS/scratch-50.yaml,,configs/transfer/baselines/direct_nn/OS/scratch-50.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,OS,metal,transfer-direct_nn-OS-tl-50,checkpoints/transfer/baselines/direct_nn/OS/tl-50.pth,configs/transfer/baselines/direct_nn/OS/tl-50.yaml,,configs/transfer/baselines/direct_nn/OS/tl-50.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,OS,metal,transfer-amformer-OS-scratch-50,checkpoints/transfer/baselines/amformer/OS/scratch-50.pth,configs/transfer/baselines/amformer/OS/scratch-50.yaml,,configs/transfer/baselines/amformer/OS/scratch-50.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,OS,metal,transfer-amformer-OS-tl-50,checkpoints/transfer/baselines/amformer/OS/tl-50.pth,configs/transfer/baselines/amformer/OS/tl-50.yaml,,configs/transfer/baselines/amformer/OS/tl-50.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,CN,metal,transfer-direct_nn-CN-scratch-10,checkpoints/transfer/baselines/direct_nn/CN/scratch-10.pth,configs/transfer/baselines/direct_nn/CN/scratch-10.yaml,,configs/transfer/baselines/direct_nn/CN/scratch-10.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,CN,metal,transfer-direct_nn-CN-tl-10,checkpoints/transfer/baselines/direct_nn/CN/tl-10.pth,configs/transfer/baselines/direct_nn/CN/tl-10.yaml,,configs/transfer/baselines/direct_nn/CN/tl-10.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,CN,metal,transfer-amformer-CN-scratch-10,checkpoints/transfer/baselines/amformer/CN/scratch-10.pth,configs/transfer/baselines/amformer/CN/scratch-10.yaml,,configs/transfer/baselines/amformer/CN/scratch-10.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,CN,metal,transfer-amformer-CN-tl-10,checkpoints/transfer/baselines/amformer/CN/tl-10.pth,configs/transfer/baselines/amformer/CN/tl-10.yaml,,configs/transfer/baselines/amformer/CN/tl-10.yaml,data/splits/transfer/manifest.json
+transfer,Target-only neural baseline,CN,metal,transfer-direct_nn-CN-scratch-25,checkpoints/transfer/baselines/direct_nn/CN/scratch-25.pth,configs/transfer/baselines/direct_nn/CN/scratch-25.yaml,,configs/transfer/baselines/direct_nn/CN/scratch-25.yaml,data/splits/transfer/manifest.json
+transfer,Adapted neural baseline,CN,metal,transfer-direct_nn-CN-tl-25,checkpoints/transfer/baselines/direct_nn/CN/tl-25.pth,configs/transfer/baselines/direct_nn/CN/tl-25.yaml,,configs/transfer/baselines/direct_nn/CN/tl-25.yaml,data/splits/transfer/manifest.json
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