Tianyi Xu

xut2@oregonstate.edu

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School of EECS, Oregon State University

Corvallis, OR 97331

I’m Tianyi Xu, a first-year Ph.D. student in Computer Science at Oregon State University, advised by Prof. Huazheng Wang. I graduated from the University of Wisconsin–Madison with a B.S. in Computer Science, Data Science, and Mathematics, where I worked with Prof. Junjie Hu. I also worked closely with Shaobo Wang and Prof. Linfeng Zhang at Shanghai Jiao Tong University, and Prof. Claudia Solís-Lemus at UW–Madison.

Research interests. I develop efficient and adaptive methods for AI agents, spanning multi-agent systems, test-time training and adaptation, self-evolution, and data-centric AI, where capability, reliability, and compute efficiency must be jointly optimized.

selected publications

  1. ICML (Oral)
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    OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration
    Shaobo Wang*, Xuan Ouyang*, Tianyi Xu*, Yuzheng Hu, Jialin Liu, Guo Chen, Tianyu Zhang, Junhao Zheng, Kexin Yang, Xingzhang Ren, Dayiheng Liu, and Linfeng Zhang
    In International Conference on Machine Learning (ICML), May 2026
  2. arXiv
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    EvoPool: Evolutionary Programmatic Annotation for Label-Efficient Specialized Supervision
    Tianyi Xu, Yaolun Zhang, Xuan Ouyang, and Huazheng Wang
    Jun 2026
    Under review
  3. arXiv
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    EVOCHAMBER: Test-Time Co-evolution of Multi-Agent System at Individual, Team, and Population Scales
    Yaolun Zhang*, Tianyi Xu*, Shengyu Dai, Zhenwen Shao, Qingyun Wu, and Huazheng Wang
    Apr 2026
    Under review
  4. Preprint
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    Generating the Unheard: Phylogeny-Guided Latent Generation for Ancestral Sound Reconstruction
    Tianyi Xu, Shrinaath Narasimhan, Evan Gorstein, Santiago Perea, Yunyi Shen, and Claudia Solís-Lemus
    Mar 2026
    Under review
  5. Preprint
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    MAST: Label-Efficient, Robust, and Generalizable Sound Detection for Biodiversity Monitoring via Masked Audio Pretraining and Self-Training
    Tianyi Xu, Daniel L. Pimentel-Alarcón, Zuzana Buřivalová, and Claudia Solís-Lemus
    Mar 2026
    Under review
  6. arXiv
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    SITA: Learning Speaker-Invariant and Tone-Aware Speech Representations for Low-Resource Tonal Languages
    Tianyi Xu*, Xuan Ouyang*, Binwei Yao, Shoua Xiong, Sara Misurelli, Maichou Lor, and Junjie Hu
    Feb 2026
    Under review
  7. SSRN
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    Combined effects of methyl bromide and soil amendments on soil bacterial and fungal communities in turfgrass
    Tianyi Xu*, Salma Mukhtar*, Evan Gorstein, Claudia Solís-Lemus, Ming Yi Chou, and Paul Koch
    Oct 2025
    Under review
  8. Rhizosphere
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    Stem rot affects the structure of rhizosphere microbiome in berseem clover (Trifolium alexandrinum)
    Salma Mukhtar, Zain Ahmad, Noor Khan, Tianyi Xu, and Dalaq Aiysha
    Rhizosphere, Apr 2025