Time-series forecasting on PPG
0.565MSEGated KAN
Evaluation Results
| Method | Links | |
|---|---|---|
| Gated KANH=96, seed=42, preprocessing=RevIN, adaptive norm, decomposition, patching, optimizer=Adam, schedule=cosine LR2026.05 | 0.565 | |
| iTransformerH=96, seed=42, preprocessing=RevIN, adaptive norm, decomposition, patching, optimizer=Adam, schedule=cosine LR2026.05 | 0.582 | |
| DLinearH=96, seed=42, preprocessing=RevIN, adaptive norm, decomposition, patching, optimizer=Adam, schedule=cosine LR2026.05 | 0.589 | |
| PatchTSTH=96, seed=42, preprocessing=RevIN, adaptive norm, decomposition, patching, optimizer=Adam, schedule=cosine LR2026.05 | 0.626 |