research

* denotes equal contribution.

• Fit Like You Sample: Sample-Efficient Generalized Score Matching from Fast Mixing Diffusions

  Yilong Qin, Andrej Risteski

  COLT 2024
  NeurIPS 2023 M3L Workshop Oral Presentation
  

  [paper][slides][poster]

• Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines

  Yuchen Li, Alexandre Kirchmeyer*, Aashay Mehta*, Yilong Qin*, Boris Dadachev, Kishore Papineni, Sanjiv Kumar, Andrej Risteski

  ICML 2024 Main Conference
  ICLR 2024 BGPT Workshop Oral Presentation
  

  [paper]

• Characterizing Out-of-Distribution Error via Optimal Transport

  Yuzhe Lu*, Yilong Qin*, Runtian Zhai, Andrew Shen, Ketong Chen, Zhenlin Wang, Soheil Kolouri, Simon Stepputtis, Joseph Campbell, Katia Sycara

  NeurIPS 2023 Main Conference & OTML Workshop
  

  [paper][slides]

• Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer

  Zeyu Li, Yilong Qin*, Zihan Liu*, Wei Wang

  EMNLP 2021 Main Conference Oral Presentation
  

  [paper][code][slides][poster]