Eslam Eldeeb

Meta-Offline and Distributional Multi-Agent RL for Risk-Aware Decision-Making

Mission critical applications, such as UAV-assisted IoT networks require risk-aware decision-making under dynamic topologies and uncertain channels. We propose meta-conservative quantile regression (M-CQR), a meta-offline distributional MARL algorithm that integrates conservative Q-learning (CQL) fo…