D-PAD

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series4 results

Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2024-03-26
0.406
best: 0.2158 (DeformTime)
SOTA
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting arXiv:2403.17814
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2024-03-26
0.374
SOTA
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting arXiv:2403.17814
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2024-03-26
0.406
best: 0.2158 (DeformTime)
SOTA
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting arXiv:2403.17814
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2024-03-26
0.374
SOTA
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting arXiv:2403.17814