arXiv
MAXS: Meta-Adaptive Exploration with LLM Agents
Jian Zhang, Zhiyuan Wang, Zhangqi Wang
Jan 15, 2026·05:59·
00:0005:59
Meta-Adaptive Exploration (MAXS)Lookahead StrategyValue EstimationTrajectory ConvergenceMulti-Tool Reasoning
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