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Add ICML 2026 TSDecompose benchmark release
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[
{
"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"
}
}
]