14 citations · 21 across the 6 of their papers we have counts for
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cs.AI2026
MAPLE: Memory-Augmented Planning with Language and Evolution
Kesheng Chen, Yamin Hu, Wenjian Luo
Domain practitioners understand their business constraints but may lack operations-research expertise or dedicated support. LLM-based optimization agents translate natural-language…
cs.AI2025
MIR: Efficient Exploration in Episodic Multi-Agent Reinforcement Learning via Mutual Intrinsic Reward
Kesheng Chen, Wenjian Luo, Bang Zhang +2
Episodic rewards present a significant challenge in reinforcement learning. While intrinsic reward methods have demonstrated effectiveness in single-agent rein-forcement learning s…