Datasets:
Formats:
json
Languages:
English
Size:
< 1K
Tags:
time-series
time-series-decomposition
benchmark
component-recovery
symbolic-regression
icml-2026
License:
| method,display_name,family,actual_runtime_method,backend_policy,backend_selected,selection_protocol,evaluation_protocol,metric_panels | |
| ceemdan,CEEMDAN,classical,ceemdan,classical_parity_gated_detime,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| ma_baseline,MA baseline,classical,ma_baseline,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| ssa,SSA,classical,ssa,classical_parity_gated_detime,detime,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| stl,STL,classical,stl,classical_parity_gated_detime,detime,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| vmd,VMD,classical,vmd,classical_parity_gated_detime,detime,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| wavelet,Wavelet,classical,wavelet,classical_parity_gated_detime,detime,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| amd_block,AMD block,neural_decomposition,amd_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| delelstm_block,DeLELSTM block,neural_decomposition,delelstm_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| inparformer_block,InParformer block,neural_decomposition,inparformer_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| leddam_block,LEDDAM block,neural_decomposition,leddam_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| parsimony_block,Parsimony block,neural_decomposition,parsimony_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| st_mtm_block,ST-MTM block,neural_decomposition,st_mtm_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| times2d_block,Times2D block,neural_decomposition,times2d_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| xpatch_block,xPatch block,neural_decomposition,xpatch_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| nbeats_interpretable,N-BEATS interpretable,neural_learned_prior,nbeats_interpretable,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| autoformer_block,Autoformer block,neural_ma_family,autoformer_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| dlinear_block,DLinear block,neural_ma_family,dlinear_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| moving_average_decomposition_block,Moving-average decomposition block,neural_ma_family,moving_average_decomposition_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| freqmoe_block,FreqMoE block,neural_wavelet_frequency,freqmoe_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| timekan_block,TimeKAN block,neural_wavelet_frequency,timekan_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| waveform_block,WaveForM block,neural_wavelet_frequency,waveform_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |
| waveletmixer_block,WaveletMixer block,neural_wavelet_frequency,waveletmixer_block,current_only,current,none,full_series,"paper_5metric,audit_12metric,semi_transfer_legacy" | |