2 papers
cs.AI2024
Enabling Multi-Agent Transfer Reinforcement Learning via Scenario Independent Representation
Ayesha Siddika Nipu, Siming Liu, Anthony Harris
Multi-Agent Reinforcement Learning (MARL) algorithms are widely adopted in tackling complex tasks that require collaboration and competition among agents in dynamic Multi-Agent Sys…
cs.AI2024
MAIDCRL: Semi-centralized Multi-Agent Influence Dense-CNN Reinforcement Learning
Ayesha Siddika Nipu, Siming Liu, Anthony Harris
Distributed decision-making in multi-agent systems presents difficult challenges for interactive behavior learning in both cooperative and competitive systems. To mitigate this com…