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Conference Open access 2026

Uncertainty-Aware Test-Time Search for Optimization Problem Solving

UMCTS is an Uncertainty-aware Monte Carlo Tree Search framework that combines the language understanding capability of large language models with the reliability of well-established solvers and achieves state-of-the-art solution accuracy and improves efficiency by reducing token usage.

Linlin Yu, Xujiang Zhao, Dong Li et al. · 0 citations