Datasets:
Formats:
json
Languages:
English
Size:
< 1K
Tags:
time-series
time-series-decomposition
benchmark
component-recovery
symbolic-regression
icml-2026
License:
| { | |
| "artifact_type": "repository-style Hugging Face dataset release", | |
| "primary_tables": { | |
| "paper_tables": { | |
| "path": "data/paper_tables", | |
| "description": "Exact CSV versions of the camera-ready main-text and appendix tables.", | |
| "paper_core_raw": "data/paper_tables/paper_core_50draw_leaderboard.csv", | |
| "paper_core_by_tier": "data/paper_tables/paper_core_50draw_by_tier.csv", | |
| "table2_display": "data/paper_tables/global_performance_summary.csv", | |
| "table_provenance": "metadata/paper_table_provenance.md", | |
| "table2_aggregation": "Tier-balanced over valid metric values: stationary columns are the equal-weight average of Tier 1 and Tier 2 means; non-stationary columns are Tier 3 means. Seasonal metrics are undefined for the trend-only scenario, so metric-specific valid-row counts are provided.", | |
| "recommended_for_citation_checks": true | |
| }, | |
| "paper_figures": { | |
| "path": "data/paper_figures", | |
| "description": "Selected camera-ready figure assets used by the leaderboard Space to keep the web view aligned with the paper." | |
| }, | |
| "synthetic_full22_extension": { | |
| "raw": "data/synthetic_full22_extension/results/merged/leaderboard_full22_raw.csv", | |
| "summary_dir": "data/synthetic_full22_extension/results/summary", | |
| "description": "Benchmark-only 6-scenario, 50-draw synthetic extension with a 22-method roster." | |
| }, | |
| "real_proxy22": { | |
| "raw": "data/real_proxy22/results/summary/latest_round_raw_proxy_metrics.csv", | |
| "summary_dir": "data/real_proxy22/results/summary", | |
| "description": "Real-data proxy diagnostics, not exact component-recovery labels." | |
| }, | |
| "semisynth_transfer": { | |
| "raw": "data/semisynth_transfer/results/merged/semisynth22_raw.csv", | |
| "summary_dir": "data/semisynth_transfer/results/summary", | |
| "description": "Benchmark-only 22-method semi-synthetic transfer results over real monthly backgrounds; ranking_paper_5metric_overall.csv is the extension ranking source and large downloaded source archives are excluded." | |
| }, | |
| "post_rebuttal_second_expansion": { | |
| "real_physics_track_b": "data/post_rebuttal_second_expansion/real_physics_track_b", | |
| "real_proxy_track_c": "data/post_rebuttal_second_expansion/real_proxy_track_c", | |
| "description": "Post-rebuttal second expansion containing mechanism-aware real-data checks and a six-dataset real proxy/stability panel." | |
| }, | |
| "site_data": { | |
| "path": "site_data/v1.0.0", | |
| "metric_definitions": "site_data/v1.0.0/evaluation_metrics.json", | |
| "description": "Lightweight leaderboard data files regenerated from the current paper-aligned outputs." | |
| } | |
| }, | |
| "source_snapshot": { | |
| "path": "code/TSDecompose/src", | |
| "import_name": "tsdecomp", | |
| "package_path": "code/TSDecompose/src/tsdecomp", | |
| "paper_benchmark_entrypoint": "code/TSDecompose/scripts/run_paper_benchmark.py", | |
| "paper_benchmark_default": { | |
| "suite": "core", | |
| "scenarios": 6, | |
| "draws_per_scenario": 50, | |
| "generated_series": 300, | |
| "length": 512, | |
| "dt": 1.0, | |
| "methods": [ | |
| "ma_baseline", | |
| "stl", | |
| "ssa", | |
| "emd", | |
| "vmd", | |
| "wavelet" | |
| ] | |
| }, | |
| "packaging_note": "Included for repository inspection and local benchmark execution, not published as a PyPI package release." | |
| } | |
| } | |