Showing cs.MAShow all
2 papers · 1 filter
cs.MA2025
PACT: Phenotype-Aware Contrastive Team Representation for Multi-Phenotype Grouped Ad Hoc Teamwork
Beiwen Zhang, Yongheng Liang, Guowei Zou +3
Learning to collaborate with various unfamiliar teammates poses a great challenge in the domain of multi-agent systems. Existing ad hoc teamwork methods typically drive controlled…
cs.MA2024
Asynchronous Credit Assignment for Multi-Agent Reinforcement Learning
Yongheng Liang, Hejun Wu, Haitao Wang +1
Credit assignment is a critical problem in multi-agent reinforcement learning (MARL), aiming to identify agents' marginal contributions for optimizing cooperative policies. Current…