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Reported on 8 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Time Series8 results

Time Series ForecastingonETTh1 (720) Univariate
MAE· 2024-02-03
0.223
SOTA
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series ForecastingonETTh1 (720) Univariate
MSE· 2024-02-03
0.078
SOTA
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series ForecastingonETTh2 (720) Univariate
MSE· 2024-02-03
0.177
SOTA
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series AnalysisonETTh1 (720) Univariate
MAE· 2024-02-03
0.223
SOTA
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series AnalysisonETTh1 (720) Univariate
MSE· 2024-02-03
0.078
SOTA
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series AnalysisonETTh2 (720) Univariate
MSE· 2024-02-03
0.177
SOTA
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series ForecastingonETTh2 (720) Univariate
MAE· 2024-02-03
0.344
best: 0.338 (Informer)
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023
Time Series AnalysisonETTh2 (720) Univariate
MAE· 2024-02-03
0.344
best: 0.338 (Informer)
Self-Supervised Contrastive Learning for Long-term Forecasting arXiv:2402.02023