Hongxi Yan

Gated-BEPO: Confidence-Gated Bellman Credit Assignment for Large Language Model Agents

Experiments on WebShop, ALFWorld, and visual Sokoban show consistent improvements across language and vision-language models, while diagnostic ablations support the effectiveness of Bellman fixed-point value estimation and show that step-level credit should be incorporated selectively rather than uniformly into the fin...