Datasets:
Formats:
json
Languages:
English
Size:
< 1K
Tags:
time-series
time-series-decomposition
benchmark
component-recovery
symbolic-regression
icml-2026
License:
| { | |
| "release_name": "TSDecompose-Benchmark", | |
| "intended_huggingface_repo_type": "dataset", | |
| "paper": { | |
| "title": "Time-Series Decomposition as a Standalone Task: A Mechanism-Identifiable Benchmark", | |
| "venue": "ICML 2026", | |
| "camera_ready_local_pdf": "CameraReadyICML2026/paper/main.pdf" | |
| }, | |
| "source_inputs": { | |
| "code": [ | |
| "icml_submission_package/src/tsdecomp", | |
| "icml_submission_package/src/synthetic_ts_bench" | |
| ], | |
| "paper_figures": [ | |
| "CameraReadyICML2026/paper/figs/selected_radar_charts.png" | |
| ], | |
| "synthetic_full22_extension": "experiments_20260406_full_benchmark_22methods_detime", | |
| "real_proxy22": "experiments_20260406_real_datasets_hourly_22methods", | |
| "semisynth_transfer": "experiments_20260406_semisynth_22methods_aligned", | |
| "post_rebuttal_second_expansion": { | |
| "real_physics_track_b": "rebuttal_experiments/results/core_full/node_5a1af4ce-ff20-46d8-8a76-07da6113961f/track_b_physics", | |
| "real_proxy_track_c": "rebuttal_experiments/results/core_full/node_5a1af4ce-ff20-46d8-8a76-07da6113961f/track_c_proxy", | |
| "summary_figure": "rebuttal_experiments/results/core_full/figures/real_data_main_panel.png" | |
| }, | |
| "legacy_website_reference": "local legacy website data shape used only as a structural reference; not included" | |
| }, | |
| "included_tracks": [ | |
| "paper_tables", | |
| "paper_figures", | |
| "synthetic_full22_extension", | |
| "real_proxy22", | |
| "semisynth_transfer", | |
| "post_rebuttal_second_expansion", | |
| "code/TSDecompose", | |
| "site_data/v1.0.0" | |
| ], | |
| "excluded_material": [ | |
| "Large downloaded NetCDF/GZip source files under semisynthetic data/track_c/_downloads", | |
| "Development-machine native extension binaries (*.pyd, *.so, *.dll, *.dylib)", | |
| "Legacy website build outputs and submission-stage wording", | |
| "LaTeX build intermediates" | |
| ], | |
| "alignment_notes": [ | |
| "data/paper_tables contains exact CSV versions of camera-ready manuscript tables plus paper_core_50draw_leaderboard.csv and paper_core_50draw_by_tier.csv for direct Table 2 reproduction.", | |
| "metadata/paper_table_provenance.md records which paper tables are one-command rerunnable, which are exact summary-table snapshots, and which are later benchmark extensions.", | |
| "data/paper_figures contains small paper figure assets for leaderboard visual alignment checks.", | |
| "site_data/v1.0.0/evaluation_metrics.json records the five paper-core component-recovery metrics, the Table 2 display subset, and the tier-balanced Table 2 aggregation rule.", | |
| "synthetic_full22_extension is a benchmark-only 22-method track using the same 6-scenario, 50-draw synthetic protocol where applicable; it should not replace the primary six-family Table 2 / Figure 3 interpretation.", | |
| "real_proxy22 uses proxy diagnostics, not exact component recovery.", | |
| "semisynth_transfer is a benchmark-only 22-method semi-synthetic transfer track; ranking_paper_5metric_overall.csv is the extension ranking source.", | |
| "post_rebuttal_second_expansion is later rebuttal-stage companion evidence; it does not replace the paper-aligned tables." | |
| ] | |
| } | |