Keiran Paster

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I am a fifth-year PhD candidate (on leave) in the Department of Computer Science at the University of Toronto.

selected publications

  1. llemma.png
    Llemma: An Open Language Model For Mathematics
    Zhangir Azerbayev, Hailey Schoelkopf, Keiran Paster, Marco Dos Santos, Stephen McAleer, Albert Q. Jiang, Jia Deng, Stella Biderman, and Sean Welleck
    In International Conference on Learning Representations, 2024
    arXiv Code Website
  2. owm-color.png
    OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text
    Keiran Paster*, Marco Dos Santos*, Zhangir Azerbayev, and Jimmy Ba
    In International Conference on Learning Representations, 2024
    arXiv Code Website
  3. steve-1.gif
    STEVE-1: A Generative Model for Text-to-Behavior in Minecraft
    Shalev Lifshitz*, Keiran Paster*, Harris Chan, Jimmy Ba, and Sheila McIlraith
    In Advances in Neural Information Processing Systems, 2023
    Spotlight
    arXiv Code Website
  4. ape-algo.gif
    Large Language Models are Human-Level Prompt Engineers
    Yongchao Zhou*, Andrei Ioan Muresanu*, Ziwen Han*, Keiran Paster, Silviu Pitis, Harris Chan, and Jimmy Ba
    In International Conference on Learning Representations, 2023
    arXiv Code Website
  5. esper.gif
    You Can’t Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments
    Keiran Paster, Sheila A. McIlraith, and Jimmy Ba
    In Advances in Neural Information Processing Systems, 2022
    arXiv Code Website
  6. glamor.gif
    Planning from Pixels using Inverse Dynamics Models
    Keiran Paster, Sheila A. McIlraith, and Jimmy Ba
    In International Conference on Learning Representations, 2021
    arXiv Code Website