Datasets:
Formats:
json
Languages:
English
Size:
< 1K
Tags:
time-series
time-series-decomposition
benchmark
component-recovery
symbolic-regression
icml-2026
License:
| [ | |
| { | |
| "method": "ssa", | |
| "display_name": "SSA", | |
| "family": "classical", | |
| "actual_runtime_method": "ssa", | |
| "backend_policy": "classical_parity_gated_detime", | |
| "dependency_requirements": [], | |
| "runtime_options": { | |
| "speed_mode": "fast" | |
| }, | |
| "config_template": { | |
| "window": "4P", | |
| "rank": 10 | |
| } | |
| }, | |
| { | |
| "method": "ceemdan", | |
| "display_name": "CEEMDAN", | |
| "family": "classical", | |
| "actual_runtime_method": "ceemdan", | |
| "backend_policy": "classical_parity_gated_detime", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "trials": 50, | |
| "noise_width": 0.1, | |
| "primary_period": "P" | |
| } | |
| }, | |
| { | |
| "method": "ma_baseline", | |
| "display_name": "MA baseline", | |
| "family": "classical", | |
| "actual_runtime_method": "ma_baseline", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "trend_window": "2P", | |
| "season_period": "P" | |
| } | |
| }, | |
| { | |
| "method": "stl", | |
| "display_name": "STL", | |
| "family": "classical", | |
| "actual_runtime_method": "stl", | |
| "backend_policy": "classical_parity_gated_detime", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "period": "P" | |
| } | |
| }, | |
| { | |
| "method": "vmd", | |
| "display_name": "VMD", | |
| "family": "classical", | |
| "actual_runtime_method": "vmd", | |
| "backend_policy": "classical_parity_gated_detime", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "K": 6, | |
| "alpha": 1000, | |
| "seasonal_num_modes": 1, | |
| "init": 2, | |
| "primary_period": "P" | |
| } | |
| }, | |
| { | |
| "method": "wavelet", | |
| "display_name": "Wavelet", | |
| "family": "classical", | |
| "actual_runtime_method": "wavelet", | |
| "backend_policy": "classical_parity_gated_detime", | |
| "dependency_requirements": [ | |
| "pywt" | |
| ], | |
| "config_template": { | |
| "wavelet": "sym4", | |
| "level": 4 | |
| } | |
| }, | |
| { | |
| "method": "autoformer_block", | |
| "display_name": "Autoformer block", | |
| "family": "neural_ma_family", | |
| "actual_runtime_method": "autoformer_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "moving_avg": "2P" | |
| } | |
| }, | |
| { | |
| "method": "dlinear_block", | |
| "display_name": "DLinear block", | |
| "family": "neural_ma_family", | |
| "actual_runtime_method": "dlinear_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "moving_avg": "2P" | |
| } | |
| }, | |
| { | |
| "method": "moving_average_decomposition_block", | |
| "display_name": "Moving-average decomposition block", | |
| "family": "neural_ma_family", | |
| "actual_runtime_method": "moving_average_decomposition_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "moving_avg": "2P" | |
| } | |
| }, | |
| { | |
| "method": "nbeats_interpretable", | |
| "display_name": "N-BEATS interpretable", | |
| "family": "neural_learned_prior", | |
| "actual_runtime_method": "nbeats_interpretable", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [ | |
| "torch" | |
| ], | |
| "config_template": { | |
| "degree_of_polynomial": 3, | |
| "num_harmonics": 8, | |
| "trend_blocks": 2, | |
| "seasonality_blocks": 2, | |
| "layers": 6, | |
| "layer_size": 128, | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "xpatch_block", | |
| "display_name": "xPatch block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "xpatch_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "trend_window": "2P", | |
| "season_smooth": "P/2" | |
| } | |
| }, | |
| { | |
| "method": "leddam_block", | |
| "display_name": "LEDDAM block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "leddam_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "kernel_size": "2P", | |
| "sigma": 1.0 | |
| } | |
| }, | |
| { | |
| "method": "inparformer_block", | |
| "display_name": "InParformer block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "inparformer_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "trend_window": "2P", | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "delelstm_block", | |
| "display_name": "DeLELSTM block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "delelstm_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "alpha": 0.2, | |
| "beta": 0.1, | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "parsimony_block", | |
| "display_name": "Parsimony block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "parsimony_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "trend_window": "P", | |
| "num_harmonics": 1, | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "amd_block", | |
| "display_name": "AMD block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "amd_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "multiscale_windows": [ | |
| "P", | |
| "2P", | |
| "4P" | |
| ], | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "times2d_block", | |
| "display_name": "Times2D block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "times2d_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "top_k_periods": 3, | |
| "num_harmonics": 1, | |
| "trend_window": "P", | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "st_mtm_block", | |
| "display_name": "ST-MTM block", | |
| "family": "neural_decomposition", | |
| "actual_runtime_method": "st_mtm_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "trend_window": "P", | |
| "season_smooth_window": "P/2", | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "waveform_block", | |
| "display_name": "WaveForM block", | |
| "family": "neural_wavelet_frequency", | |
| "actual_runtime_method": "waveform_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [ | |
| "pywt" | |
| ], | |
| "config_template": { | |
| "wavelet": "sym4", | |
| "level": 4, | |
| "season_levels": [ | |
| 1, | |
| 2 | |
| ] | |
| } | |
| }, | |
| { | |
| "method": "waveletmixer_block", | |
| "display_name": "WaveletMixer block", | |
| "family": "neural_wavelet_frequency", | |
| "actual_runtime_method": "waveletmixer_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [ | |
| "pywt" | |
| ], | |
| "config_template": { | |
| "wavelet": "coif1", | |
| "level": 4, | |
| "season_levels": [ | |
| 1, | |
| 2, | |
| 3 | |
| ] | |
| } | |
| }, | |
| { | |
| "method": "freqmoe_block", | |
| "display_name": "FreqMoE block", | |
| "family": "neural_wavelet_frequency", | |
| "actual_runtime_method": "freqmoe_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "num_bands": 2, | |
| "expert_width": 64, | |
| "fit_scope": "full" | |
| } | |
| }, | |
| { | |
| "method": "timekan_block", | |
| "display_name": "TimeKAN block", | |
| "family": "neural_wavelet_frequency", | |
| "actual_runtime_method": "timekan_block", | |
| "backend_policy": "current_only", | |
| "dependency_requirements": [], | |
| "config_template": { | |
| "num_bands": 2, | |
| "kan_width": 32, | |
| "trend_window": "P", | |
| "fit_scope": "full" | |
| } | |
| } | |
| ] | |