一作ICLR 2026Poster
ToolTree: Efficient LLM Tool Planning via Dual-Feedback Monte Carlo Tree Search and Bidirectional Pruning
Shuo Yang · Soyeon Caren Han · Yihao Ding · Shuhe Wang · Eduard H Hovy
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Shuo Yang · Soyeon Caren Han · Yihao Ding · Shuhe Wang · Eduard H Hovy
Shuo Yang · Soyeon Caren Han · Xueqi Ma · Yan Li · Mohammad Reza Ghasemi Madani · Eduard Hovy
LLM-based agents depend on effective tool-use policies to solve complex tasks, yet optimizing these policies remains challenging dueto delayed supervision and the difficulty ofcredit assignment in long-horizon trajectories.Existing optimization approaches tend to beeither monolithic, which are pr...