5 citations · 8 across the 21 of their papers we have counts for
4 papers · 1 filter
MELD: Recursive Self-Improvement via Hierarchical Coordination for Multi-Agent Scientific Discovery
Sizhe Tang, Zuyuan Zhang, Zeyu Fang +1
Multi-agent scientific discovery with large language models raises a coupled learning problem: research assignments determine both which experiments are pursued and the experiences…
Structuring Value Representations via Geometric Coherence in Markov Decision Processes
Zuyuan Zhang, Zeyu Fang, Tian Lan
Geometric properties can be leveraged to stabilize and speed reinforcement learning. Existing examples include encoding symmetry structure, geometry-aware data augmentation, and en…
Lipschitz Lifelong Monte Carlo Tree Search for Mastering Non-Stationary Tasks
Zuyuan Zhang, Tian Lan
Monte Carlo Tree Search (MCTS) has proven highly effective in solving complex planning tasks by balancing exploration and exploitation using Upper Confidence Bound for Trees (UCT).…
Collaborative AI Teaming in Unknown Environments via Active Goal Deduction
Zuyuan Zhang, Hanhan Zhou, Mahdi Imani +2
With the advancements of artificial intelligence (AI), we're seeing more scenarios that require AI to work closely with other agents, whose goals and strategies might not be known…