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Shanghai Jiao Tong University
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Optimizing multiple moments of failure probabilities can dramatically enhance LLM reasoning performance, outperforming traditional single-moment approaches.
Allocating rollout budgets based on state informativeness allows LLM agents to achieve superior performance in complex decision-making tasks without increasing computational costs.
