Time series prediction on ETT (val)
0.0512Average RMSEGreedy
Evaluation Results
| Method | Links | |
|---|---|---|
| GreedyNumber of agents=5002026.05 | 0.0512 | |
| GreedyNumber of agents=1002026.05 | 0.0512 | |
| GreedyNumber of agents=252026.05 | 0.0513 | |
| NashOptimization Strategy=Decentralized (Nash), Number of agents=500, Model Architecture=RFN2026.05 | 0.0514 | |
| NashNumber of agents=1002026.05 | 0.0514 | |
| NashNumber of agents=252026.05 | 0.0515 | |
| NashNumber of agents=5002026.05 | 0.0515 | |
| NashOptimization Strategy=Decentralized (Nash), Number of agents=100, Model Architecture=RFN2026.05 | 0.0516 | |
| GreedyOptimization Strategy=Greedy, Number of agents=100, Model Architecture=RFN2026.05 | 0.0517 | |
| NashOptimization Strategy=Decentralized (Nash), Number of agents=25, Model Architecture=RFN2026.05 | 0.0518 | |
| GreedyOptimization Strategy=Greedy, Number of agents=500, Model Architecture=RFN2026.05 | 0.0518 | |
| GreedyOptimization Strategy=Greedy, Number of agents=25, Model Architecture=RFN2026.05 | 0.0527 | |
| GreedyModel Type=ESN, Agent Pool Size=1002026.05 | 0.0604 | |
| NashModel Type=ESN, Agent Pool Size=1002026.05 | 0.0645 | |
| GreedyModel Type=ESN, Agent Pool Size=5002026.05 | 0.0814 | |
| NashModel Type=ESN, Agent Pool Size=5002026.05 | 0.0863 | |
| NashModel Type=RFN, Agent Pool Size=1002026.05 | 0.123 | |
| GreedyModel Type=RFN, Agent Pool Size=5002026.05 | 0.1258 | |
| NashModel Type=RFN, Agent Pool Size=5002026.05 | 0.177 | |
| GreedyModel Type=RFN, Agent Pool Size=1002026.05 | 0.7608 |