FITS

Reported on 3 benchmarks across 3 tasks · 2 papers

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

Time Series2 results

Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-07-06
0.427
best: 0.374 (D-PAD)
FITS: Modeling Time Series with $10k$ Parameters arXiv:2307.03756
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2023-07-06
0.427
best: 0.374 (D-PAD)
FITS: Modeling Time Series with $10k$ Parameters arXiv:2307.03756

Methodology1 result

Anomaly DetectiononUCR Anomaly Archive
AUC ROC · 2024-11-01
0.5969
best: 0.8001 (SubLOF)
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks arXiv:2411.00278