Jinrui Huang — accepted AI-conference papers

2026

Communication-Efficient Decentralized Optimization via Double-Communication Symmetric ADMM

Jinrui Huang, Runxiong Wu, Dong Liu, Jingguo Lan, Xueqin Wang

ICLR 2026poster

This paper focuses on decentralized composite optimization over networks without a central coordinator. We propose a novel decentralized Symmetric ADMM algorithm that incorporates multiple communication rounds within each iteration, derived from a new constraint formulation that enables information…

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2026

Inference Time Optimization with Confidence Dynamics

Yu Wang, Minghao Liu, Jiayun Wang, Jinrui Huang, Ankit Shah, Wei Wei

ICML 2026poster

Inference time optimization techniques, such as repeated sampling, have significantly advanced the reasoning capabilities of Large Language Models (LLMs). However, the critical role of model uncertainty remains largely underexplored in these optimization strategies. In this paper, we investigate the…

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