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cs.MA2025
An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management
Eslam Eldeeb, Hirley Alves
Offline multi-agent reinforcement learning (MARL) addresses key limitations of online MARL, such as safety concerns, expensive data collection, extended training intervals, and hig…
cs.MA2025
Meta-Offline and Distributional Multi-Agent RL for Risk-Aware Decision-Making
Eslam Eldeeb, Hirley Alves
Mission critical applications, such as UAV-assisted IoT networks require risk-aware decision-making under dynamic topologies and uncertain channels. We propose meta-conservative qu…