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 | | |