Long-term forecasting on ETTm1 (MSE, MAE, CRPS)
0.381MSETS-Memory
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TS-MemoryBackbone=ChronosBolt, Adaptation Method=Retrieval-distilled Memory2026.02 | 0.381 | 0.371 | 0.37 | |
| LoRABackbone=ChronosBolt, Adaptation Method=Parameter-efficient Fine-tuning2026.02 | 0.392 | 0.376 | 0.397 | |
| RAFTBackbone=ChronosBolt, Adaptation Method=Online Retrieval2026.02 | 0.398 | 0.377 | 0.4 | |
| TS-RAGBackbone=ChronosBolt, Adaptation Method=Online Retrieval2026.02 | 0.406 | 0.381 | 0.406 | |
| OriginBackbone=ChronosBolt, Adaptation Method=None2026.02 | 0.421 | 0.383 | 0.409 |