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cs.AI2024
Optimizing Agent Collaboration through Heuristic Multi-Agent Planning
Nitsan Soffair
The SOTA algorithms for addressing QDec-POMDP issues, QDec-FP and QDec-FPS, are unable to effectively tackle problems that involve different types of sensing agents. We propose a n…
cs.AI2024
Conservative DDPG -- Pessimistic RL without Ensemble
Nitsan Soffair, Shie Mannor
DDPG is hindered by the overestimation bias problem, wherein its -estimates tend to overstate the actual -values. Traditional solutions to this bias involve ensemble-based me…