Jinjian Zhang — accepted AI-conference papers

2026

MAS-Architect: Declarative Multi-Agent System Design via Separation of Concerns

Jing Huang, Lidong Zhang, Mutian Bao, Yadong Li, Xingzhong Xu, Jinjian Zhang +3

ICML 2026poster

The Automated Design of Multi-Agent Systems (Auto-MAS) has emerged as a promising framework for addressing complex reasoning tasks. However, existing approaches often suffer from structural rigidity and entangle the design of system topology with the implementation of individual agents. To overcome …

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2026

MoL: Adaptive Mixture-of-Length Reasoning for Efficient Question Answering with Context

Guocong Li, Jinjian Zhang, Ping Wang, Dongnan Liu, Tian Liang, Qiuyi Qi +7

ICLR 2026poster

We present Mixture-of-Length (MoL), an approach for Question Answering (QA) with context that aims to improve the balance between reasoning quality and response efficiency. Our method introduces a principled difficulty assessment based on information-theoretic principles and a dual-objective reward…

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