Researcher

Yang Yue

Also known as 乐洋

Yang Yue is a PhD student at Tsinghua University in Gao Huang's research group, and their papers study how language models reason. A 2025 paper that Yang Yue co-wrote finds that current reinforcement learning training does not elicit fundamentally new reasoning patterns, and it received a Best Paper Runner-up award at NeurIPS 2025. In January 2026, the group's paper The Flexibility Trap argued that arbitrary-order generation can limit reasoning potential in diffusion language models. That paper won the Outstanding Paper Award at ICML 2026. Earlier, they co-wrote EfficientTrain++, a curriculum-learning paper for visual backbones, which appeared in IEEE TPAMI in 2024.

Works
4

Publication numbers from OpenAlex, as of 15 October 2026. Citations and h-index are hidden because this OpenAlex record may be incomplete or mix in other authors.

Timeline

  1. 2024

    EfficientTrain++ curriculum learning

    They co-write EfficientTrain++, a paper on curriculum learning for efficient visual backbone training, which appears in IEEE TPAMI in 2024.

  2. April 2025

    Limits of RL for reasoning

    A paper they co-write, submitted to arXiv in April 2025, finds that the current training setup for reinforcement learning with verifiable rewards does not elicit fundamentally new reasoning patterns.

  3. 2025

    NeurIPS Best Paper Runner-up

    Their reinforcement learning paper receives the Best Paper Runner-up award at NeurIPS 2025.

  4. January 2026

    The Flexibility Trap

    The Flexibility Trap, which they co-author, is submitted to arXiv in January 2026 and argues that arbitrary-order generation can limit reasoning potential in diffusion language models.

  5. 2026

    ICML Outstanding Paper Award

    Their co-authored paper, The Flexibility Trap, receives the Outstanding Paper Award at ICML 2026.

  6. Since 2022

    PhD study in Gao Huang's group

    They begin PhD study at Tsinghua University in 2022 and remain a PhD student in Gao Huang's group.

Sources and credits

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  1. Gao Huang Homepage gaohuang.net. Checked 15 October 2026.
  2. [2504.13837] Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? arxiv.org. Checked 15 October 2026.
  3. NeurIPS 2025 Awards neurips.cc. Checked 15 October 2026.
  4. [2601.15165] The Flexibility Trap: Rethinking the Value of Arbitrary Order in Diffusion Language Models arxiv.org. Checked 15 October 2026.
  5. ICML 2026 Awards icml.cc. Checked 15 October 2026.