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Yudong Chen

12 papers at tracked venues · 9 at CORE A* · active 2024–2025

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Venues

ICML ×4NeurIPS ×4AISTATS ×2AAAI ×1COLT ×1

Frequent coauthors

Qiaomin Xie
×7
Matthew Zurek
×3
Fanghui Liu
×2
Brahma S. Pavse
×2
Josiah P. Hanna
×2
Dongyan Lucy Huo
×2
Yuanhe Zhang
×1
Yichen Wang
×1
Lorenzo Rosasco
×1
Jeongyeol Kwon
×1
Luke Dotson
×1
Young Wu
×1

Papers

  1. LoRA-One: One-Step Full Gradient Could Suffice for Fine-Tuning Large Language Models, Provably and Efficiently
    ICML 2025 ·
    Yuanhe Zhang
    ,
    Fanghui Liu
    , Yudong Chen
  2. Stable Offline Value Function Learning with Bisimulation-based Representations
    ICML 2025 ·
    Brahma S. Pavse
    , Yudong Chen,
    Qiaomin Xie
    ,
    Josiah P. Hanna
  3. The φ Curve: The Shape of Generalization through the Lens of Norm-based Capacity Control
    NeurIPS 2025 ·
    Yichen Wang
    , Yudong Chen,
    Lorenzo Rosasco
    ,
    Fanghui Liu
  4. Two-Timescale Linear Stochastic Approximation: Constant Stepsizes Go a Long Way
    AISTATS 2025 ·
    Jeongyeol Kwon
    ,
    Luke Dotson
    , Yudong Chen,
    Qiaomin Xie
  5. Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference
    AAAI 2024 ·
    Dongyan Lucy Huo
    , Yudong Chen,
    Qiaomin Xie
  6. Gap-Free Clustering: Sensitivity and Robustness of SDP
    COLT 2024 ·
    Matthew Zurek
    , Yudong Chen
  7. Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces
    ICML 2024 ·
    Brahma S. Pavse
    ,
    Matthew Zurek
    , Yudong Chen,
    Qiaomin Xie
    ,
    Josiah P. Hanna
  8. Minimally Modifying a Markov Game to Achieve Any Nash Equilibrium and Value
    ICML 2024 ·
    Young Wu
    ,
    Jeremy McMahan
    ,
    Yiding Chen
    , Yudong Chen,
    Jerry Zhu
    ,
    Qiaomin Xie
  9. Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs
    NeurIPS 2024 ·
    Matthew Zurek
    , Yudong Chen
  10. Stochastic Methods in Variational Inequalities: Ergodicity, Bias and Refinements
    AISTATS 2024 ·
    Emmanouil-Vasileios Vlatakis-Gkaragkounis
    ,
    Angeliki Giannou
    , Yudong Chen,
    Qiaomin Xie
  11. The Collusion of Memory and Nonlinearity in Stochastic Approximation With Constant Stepsize
    NeurIPS 2024 ·
    Dongyan Lucy Huo
    ,
    Yixuan Zhang
    , Yudong Chen,
    Qiaomin Xie
  12. The Limits of Transfer Reinforcement Learning with Latent Low-rank Structure
    NeurIPS 2024 ·
    Tyler Sam
    , Yudong Chen,
    Christina Lee Yu