most citedOvercoming Semantic Dilution in Transformer-Based Next Frame Prediction

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cs.MA2025

Goal-Oriented Multi-Agent Reinforcement Learning for Decentralized Agent Teams

Hung Du, Hy Nguyen, Srikanth Thudumu +2

Connected and autonomous vehicles across land, water, and air must often operate in dynamic, unpredictable environments with limited communication, no centralized control, and part…

cs.MA2025

Contextual Knowledge Sharing in Multi-Agent Reinforcement Learning with Decentralized Communication and Coordination

Hung Du, Srikanth Thudumu, Hy Nguyen +2

Decentralized Multi-Agent Reinforcement Learning (Dec-MARL) has emerged as a pivotal approach for addressing complex tasks in dynamic environments. Existing Multi-Agent Reinforceme…