TimeCMA

Reported on 4 benchmarks across 2 tasks · 1 paper · 2 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· 2024-06-03
0.405
best: 0.2158 (DeformTime)
SOTA
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment arXiv:2406.01638
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2024-06-03
0.405
best: 0.2158 (DeformTime)
SOTA
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment arXiv:2406.01638
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2024-06-03
0.403
best: 0.374 (D-PAD)
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment arXiv:2406.01638
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2024-06-03
0.403
best: 0.374 (D-PAD)
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment arXiv:2406.01638