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stat.ML2026
Policy Optimization and Statistical Inference for Online Contextual Matrix Games
Liner Xiang, Yixin Wang, Hengrui Cai
Online decision making often requires navigating a landscape shaped by both dynamic contexts and strategic interactions. In competitive pricing, for example, hotels must account fo…
cs.AI2026
PABU: Progress-Aware Belief Update for Efficient LLM Agents
Haitao Jiang, Lin Ge, Hengrui Cai +1
Large Language Model (LLM) agents commonly condition actions on full action-observation histories, which introduce task-irrelevant information that easily leads to redundant action…