Guangyu Li

TVDO: Tchebycheff Value-Decomposition Optimization for Multiagent Reinforcement Learning

2024 · IEEE Transactions on Neural Networks and Learning Systems

In cooperative multiagent reinforcement learning (MARL), centralized training with decentralized execution (CTDE) has recently attracted more attention due to the physical demand. However, the most dilemma therein is the inconsistency between jointly-trained policies and individually …

An Efficient Attribute Attention-based Vehicle Routing Algorithm with Adaptive Training Strategy

2024

As a highly flexible communication paradigm, Vehicular Ad-hoc Networks (VANETs) are widely employed in both civil and military applications. Existing deep reinforcement learning-based data forwarding algorithms for VANETs suffer from long training time, limited adaptive …