LS

Leyang Shen

cs.AIcs.CLcs.CVcs.LGcs.MA

On Valency

published · living versions

W_jtc2exp6·v1 · currentpublished

Learning Calibrated Confidence for Multi-Agent Collaboration

with Chenxiao Fan, Chongming Gao, Gangyi Zhang, Yaxin Gong +7

1 version

W_xbpx7jt4·v1published

Locating and Closing Information Gaps in Multi-Agent Systems

Preprints & journals

10 papers in the corpus · 2023–2026

Learning to Steer LLM Agents and Multi-Agent Systems2610.22316v1 · Leyang Shen, Yaxin Gong, Yang Zhang et al.2026 · 0 citationsarXiv

Learning to Accumulate Knowledge with Mutual Information2610.10042v1 · Yuyang Zhao, Lizi Liao, Leyang Shen et al.2026 · 0 citationsarXiv

When Upstream Messages Override Correct Answers: A Controlled Study of Multi-Agent LLM Collaboration2609.36855v1 · Yaxin Gong, Gangyi Zhang, Chongming Gao et al.2026 · 0 citationsarXiv

Beyond Verbalized Confidence: Calibrating Reasoners with Differentiable Readouts2609.34857v1 · Chenxiao Fan, Chongming Gao, Gangyi Zhang et al.2026 · 0 citationsarXiv

Enhancing Decision-Making with Large Language Models through Multi-Agent Fictitious Play2606.19308v1 · Leyang Shen, Yang Zhang, Xiaoyan Zhao et al.2026 · 0 citationsarXiv

Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond2604.22748v3 · Meng Chu, Xuan Billy Zhang, Kevin Qinghong Lin et al.2026 · 0 citationsarXiv

CARL: Criticality-Aware Agentic Reinforcement Learning2512.04949v3 · Leyang Shen, Yang Zhang, Chun Kai Ling et al.2025 · 0 citationsarXiv

LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant2503.03663v2 · Wei Li, Bing Hu, Rui Shao et al.2025 · 6 citationsarXiv

MoME: Mixture of Multimodal Experts for Generalist Multimodal Large Language Models2407.12709v1 · Leyang Shen, Gongwei Chen, Rui Shao et al.2024 · 13 citationsarXiv

LION : Empowering Multimodal Large Language Model with Dual-Level Visual Knowledge2311.11860v2 · Gongwei Chen, Leyang Shen, Rui Shao et al.2023 · 46 citationsarXiv

Career total: 11 works. 10 are in this corpus.

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