Datasets:
Formats:
json
Languages:
English
Size:
< 1K
Tags:
time-series
time-series-decomposition
benchmark
component-recovery
symbolic-regression
icml-2026
License:
Invalid JSON:Unexpected token 'N', ..."lta_max": NaN,
"... is not valid JSON
| { | |
| "generated_at_utc": "2026-04-06T07:38:51+00:00", | |
| "backend_map": { | |
| "ssa": "detime", | |
| "ceemdan": "current", | |
| "ma_baseline": "current", | |
| "stl": "detime", | |
| "vmd": "detime", | |
| "wavelet": "detime", | |
| "autoformer_block": "current", | |
| "dlinear_block": "current", | |
| "moving_average_decomposition_block": "current", | |
| "nbeats_interpretable": "current", | |
| "xpatch_block": "current", | |
| "leddam_block": "current", | |
| "inparformer_block": "current", | |
| "delelstm_block": "current", | |
| "parsimony_block": "current", | |
| "amd_block": "current", | |
| "times2d_block": "current", | |
| "st_mtm_block": "current", | |
| "waveform_block": "current", | |
| "waveletmixer_block": "current", | |
| "freqmoe_block": "current", | |
| "timekan_block": "current" | |
| }, | |
| "summaries": [ | |
| { | |
| "method": "ssa", | |
| "candidate_backend": "detime", | |
| "status": "passed", | |
| "backend_selected": "detime", | |
| "mean_abs_metric_delta_max": 0.0, | |
| "mean_abs_rank_delta": 0.0, | |
| "notes": "" | |
| }, | |
| { | |
| "method": "ceemdan", | |
| "candidate_backend": "detime", | |
| "status": "failed", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": 0.23149246393435333, | |
| "mean_abs_rank_delta": 0.03333333333333329, | |
| "notes": "delta=0.231492, rank_delta=0.033333" | |
| }, | |
| { | |
| "method": "ma_baseline", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "stl", | |
| "candidate_backend": "detime", | |
| "status": "passed", | |
| "backend_selected": "detime", | |
| "mean_abs_metric_delta_max": 0.0, | |
| "mean_abs_rank_delta": 0.0, | |
| "notes": "" | |
| }, | |
| { | |
| "method": "vmd", | |
| "candidate_backend": "detime", | |
| "status": "passed", | |
| "backend_selected": "detime", | |
| "mean_abs_metric_delta_max": 0.0, | |
| "mean_abs_rank_delta": 0.0, | |
| "notes": "" | |
| }, | |
| { | |
| "method": "wavelet", | |
| "candidate_backend": "detime", | |
| "status": "passed", | |
| "backend_selected": "detime", | |
| "mean_abs_metric_delta_max": 0.0, | |
| "mean_abs_rank_delta": 0.0, | |
| "notes": "" | |
| }, | |
| { | |
| "method": "autoformer_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "dlinear_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "moving_average_decomposition_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "nbeats_interpretable", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "xpatch_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "leddam_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "inparformer_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "delelstm_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "parsimony_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "amd_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "times2d_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "st_mtm_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "waveform_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "waveletmixer_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "freqmoe_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| }, | |
| { | |
| "method": "timekan_block", | |
| "candidate_backend": "detime", | |
| "status": "current_only", | |
| "backend_selected": "current", | |
| "mean_abs_metric_delta_max": NaN, | |
| "mean_abs_rank_delta": NaN, | |
| "notes": "method policy is current_only" | |
| } | |
| ] | |
| } | |