publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. routing-entropy.png
    Routing Entropy: A Hidden Self-Verifier for Free in Mixture-of-Experts LLMs
    Zhongyang Li, Ziyue Li, and Tianyi Zhou
    In Conference on Language Modeling (COLM), 2026
    PDF
  2. quest.png
    QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks
    Jian Xie, Tianhe Lin, Zilu Wang, Yuting Ning, Yuekun Yao, Tianci Xue, Zhehao Zhang, Zhongyang Li, and 11 more authors
    In Advances in Neural Information Processing Systems (NeurIPS), 2026
    PDF Code
  3. roma.png
    Routing Manifold Alignment Improves Generalization of Mixture-of-Experts LLMs
    Zhongyang Li, Ziyue Li, and Tianyi Zhou
    International Conference on Learning Representations (ICLR), 2026
    PDF Code

2025

  1. c3po.png
    C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing
    Zhongyang Li, Ziyue Li, and Tianyi Zhou
    In Conference on Language Modeling (COLM), 2025
    PDF Code
  2. r2t2.png
    R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts
    Zhongyang Li, Ziyue Li, and Tianyi Zhou
    In International Conference on Machine Learning (ICML), 2025
    PDF Code