2026
Knowledge-Guided Multi-Agent Reinforcement Learning for Multi-AAV Cooperative Pursuit With Sparse Team Rewards
Yi-Hao Sun, Xiao-Jia Xiang, Chao Yan et al.
· IEEE Transactions on Automat... · 0 citations
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Prioritized Rollouts for Efficient World Model-based Vision-Language-Action Policy Optimization
Vision-Language-Action (VLA) models have emerged as a powerful paradigm for embodied intelligence, but fine-tuning them with reinforcement learning (RL) remains constrained by the cost of real-world robot interaction. Model-based reinforcement learning (MBRL) reduces this cost by using a learned world model to generate...
Yi-Fei Sheng, Hao-Xiang Ren, Zhilong Zhang et al.
· 0 citations