TSDecompose-Benchmark / metadata /paper_table_provenance.md
Zipeng365's picture
Document table provenance boundaries
ff178de verified
|
Raw
History Blame Contribute Delete
4.98 kB

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.