Datasets:
Formats:
json
Languages:
English
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< 1K
Tags:
time-series
time-series-decomposition
benchmark
component-recovery
symbolic-regression
icml-2026
License:
Camera-Ready Table Provenance Audit
This note records the current evidence boundary for the ICML 2026 camera-ready tables and appendix summaries. It is an audit artifact for the release bundle.
Status Key
exact-rerunnable: the public code path regenerates the paper value.exact-from-summary: the paper value is reproduced exactly by aggregating a released or archived summary table.csv-exact: the paper value matches the released camera-ready CSV table.source-partial: the exact low-level raw rows or merge scripts are not fully present in this checkout.extension-separate: the file is a later benchmark extension and should not overwrite the camera-ready paper snapshot.
Main Paper
| Item | Paper value/source | Public artifact | Status | Notes |
|---|---|---|---|---|
| Table 2 / Figure 3 core leaderboard | Six-family, 6-scenario, 50-draw benchmark | data/paper_tables/paper_core_50draw_leaderboard.csv, paper_core_50draw_by_tier.csv, global_performance_summary.csv |
exact-rerunnable |
Regenerated by code/TSDecompose/scripts/run_paper_benchmark.py. This is the primary one-command reproduction path. |
| Scenario-level values cited in Section 4 | Values used in diagnostics paragraphs | data/paper_tables/paper_core_50draw_leaderboard.csv and tier/scenario aggregations |
exact-rerunnable |
Checked against the HF table and camera-ready manuscript. |
| CO2 symbolic-regression table | Direct SR vs decompose-then-regress | Paper table and SR outputs | exact-from-summary |
Runtime is longer than the core leaderboard: approximately 2h with ND2 or 8h with PySR defaults. |
Appendix C
| Item | Paper table/claim | Public/rebuttal source | Status | Risk handling |
|---|---|---|---|---|
| Table 4 bounded tuning | Default and tuned aggregate orders | data/paper_tables/bounded_tuning_order.csv; rebuttal prose; rebuttal_experiments/reports/final_rebuttal_result_report.md; non-SSA e1_default_vs_tuned_summary.csv |
csv-exact, source-partial |
The camera-ready text calls this a rebuttal-stage robustness-subset summary. It should not be presented as the one-command leaderboard. |
| Table 5 period robustness | STL/MSTL true, FFT, and +20% rows | data/paper_tables/period_robustness.csv; archived e3_period_summary.csv |
exact-from-summary |
Aggregating STL/MSTL over the three configured period scenarios reproduces the table exactly after rounding. |
| Table 6 alignment robustness | Injected, unsupervised, truth-guided suite scores | data/paper_tables/alignment_robustness.csv; archived e2_alignment_summary.csv; final rebuttal report for SSA row |
exact-from-summary, source-partial |
Non-SSA rows reproduce from e2_alignment_summary.csv; SSA row matches report/HF table, but complete merged SSA raw rows are not in this checkout. Caption frames rankings as protocol-dependent diagnostics. |
| Table 7 boundary sensitivity | Mean absolute suite-score delta | data/paper_tables/boundary_sensitivity.csv; final rebuttal report; closest archived e4_boundary_summary.csv |
csv-exact, source-partial |
The exact table matches HF and the final report. Closest detailed source reproduces VMD/Wavelet closely but not all rounded values; text frames it as a sensitivity diagnostic, not a primary ranking metric. |
| Table 8 real-data proxy panel | Band plausibility, resampling stability, spectrum overlap | data/paper_tables/real_proxy_panel.csv; data/post_rebuttal_second_expansion/real_proxy_track_c/track_c_summary.csv |
exact-from-summary |
Averaging the six real proxy datasets by method reproduces the table exactly after rounding. |
| C.4 CO2/tides mechanism-aware claims | CO2 SSA 0.993/1.000; tides MSTL 0.956/1.000/1.000 | data/post_rebuttal_second_expansion/real_physics_track_b/track_b_summary.csv |
exact-from-summary |
Values match the source after rounding. |
| C.4 semi-synthetic transfer paragraph | Six-family real-background transfer order and CEEMDAN diagnostics | data/paper_tables/semisynthetic_transfer_summary.csv; archived old rebuttal semi-synthetic raw files |
exact-from-summary, extension-separate |
This is the camera-ready paper snapshot. The separate 22-method semi-synthetic track is a later benchmark extension and may have different method-level ordering. |
| MSSA pilot | Synthetic multi-sequence summary | data/paper_tables/mssa_pilot_summary.csv |
csv-exact |
Treat as initial synthetic extension evidence, not a complete real-panel benchmark. |
Practical Reproduction Boundary
The release should be described as follows:
The public artifact provides a one-command reproduction path for the primary six-family paper-core synthetic leaderboard, plus exact machine-readable CSV snapshots for all camera-ready tables. Appendix robustness and transfer checks are rebuttal-stage sensitivity summaries with available source summaries and metadata; they do not replace the primary leaderboard.