Oleh Rybkin

Hi! I am Oleh, a Ph.D. student in the GRASP laboratory at the University of Pennsylvania advised by Kostas Daniilidis. I work on visual model-based reinforcement learning.

I am building agents that gain understanding of their environment by learning internal world models. Recently, I've been working on unsupervised agents, long-horizon planning, and building better predictive models.

I received my bachelor's degree from Czech Technical University in Prague, where I worked with Tomas Pajdla. I've spent time at INRIA with Josef Sivic, TiTech with Akihiko Torii, and UC Berkeley with Sergey Levine, Dinesh Jayaraman, and Chelsea Finn.

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News
  • July 2021: A new paper on discovering and achieving goals is out! Presented as oral at two ICML workshops.
  • July 2021: A new paper on leveraging robot dynamics models is out.
  • May 2021: Two ICML papers accepted: on simple and effective VAE training, and on Latent Collocation.
  • Oct 2020: New talk (video, slides) on visual model-based RL (given at GRASP; Berkeley)!
  • Oct 2020: Paper on learning from interaction and observation is accepted to CoRL 2020 as an oral.
  • Sep 2020: Blog post at the BAIR and CMU ML blogs about our Plan2Explore agent!
  • Publications (Highlighted / All)
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    Science reading list
    This is a list some books and shorter papers that changed my understanding of the field of AI and science in general. I hope you might find this useful too! The list is evolving, and suggestions for new reading material are welcome.

    Books:
    The Structure of Scientific Revolutions, Thomas S. Kuhn.
    Vision, David C. Marr.

    Short works:
    Computing Machinery and Intelligence, Alan M. Turing.
    The importance of stupidity in scientific research, Martin A. Schwartz.
    You and Your Research, Richard W. Hamming.
    As we may think, Vannevar Bush.
    Levels of Analysis for Machine Learning, Jessica Hamrick, Shakir Mohamed.
    Undergraduate/Master's students
    I am actively looking for students who are strongly motivated to work on a research project, including students who want to do a Master's thesis. Check out some of my work above and if you find it interesting, do send me an email!
    Current:
    Past (current affiliation):

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