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Models/TITAN

TITAN

Reported on 7 benchmarks across 1 task · 1 paper · 6 SOTA

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

Time Series7 results

Traffic PredictiononPEMS-BAY
MAE @ 12 step· 2024-09-26
1.69
best: 1.63 (T-Graphormer)
SOTA
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440
Traffic PredictiononPEMS-BAY
RMSE· 2024-09-26
3.79
best: 3.2 (T-Graphormer)
SOTA
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440
Traffic PredictiononMETR-LA
12 steps MAE· 2024-09-26
3.08
SOTA
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440
Traffic PredictiononMETR-LA
12 steps RMSE· 2024-09-26
6.21
best: 6.12 (T-Graphormer)
SOTA
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440
Traffic PredictiononMETR-LA
MAE @ 12 step· 2024-09-26
3.08
SOTA
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440
Traffic PredictiononMETR-LA
MAE @ 3 step· 2024-09-26
2.41
SOTA
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440
Traffic PredictiononMETR-LA
12 steps MAPE· 2024-09-26
8.43
best: 9.94 (DCGCN)
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction arXiv:2409.17440