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ResearchFormerly WizWand

Time series prediction on Periodic

0.8445Average RMSEGreedy
0.6954091.7019092.708413.714911May 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GreedyNumber of agents=1002026.050.8445
GreedyNumber of agents=5002026.050.8486
GreedyNumber of agents=252026.050.8502
NashOptimization Strategy=Decentralized (Nash), Number of agents=25, Model Architecture=RFN2026.050.9171
NashOptimization Strategy=Decentralized (Nash), Number of agents=500, Model Architecture=RFN2026.050.9186
NashOptimization Strategy=Decentralized (Nash), Number of agents=100, Model Architecture=RFN2026.050.9188
GreedyOptimization Strategy=Greedy, Number of agents=500, Model Architecture=RFN2026.050.9816
GreedyOptimization Strategy=Greedy, Number of agents=100, Model Architecture=RFN2026.050.9857
GreedyOptimization Strategy=Greedy, Number of agents=25, Model Architecture=RFN2026.050.994
NashNumber of agents=252026.051.0568
NashNumber of agents=5002026.051.0568
NashNumber of agents=1002026.051.0574
GreedyModel Type=ESN, Agent Pool Size=5002026.051.1035
NashModel Type=ESN, Agent Pool Size=1002026.051.1581
NashModel Type=ESN, Agent Pool Size=5002026.051.1789
NashModel Type=RFN, Agent Pool Size=1002026.051.3013
NashModel Type=RFN, Agent Pool Size=5002026.052.6089
GreedyModel Type=ESN, Agent Pool Size=1002026.052.7267
GreedyModel Type=RFN, Agent Pool Size=1002026.053.0682
GreedyModel Type=RFN, Agent Pool Size=5002026.054.5723