Physics of Learning II: Artificial systems

Presentations

• Memorizing without overfitting: Over-parameterization in machine learning, physics and biology

  ORAL · Invited

  March 15, 2022, 9:00 AM – March 15, 2022, 9:36 AM

  Publication: arXiv:2010.13933, arXiv:2103.14108

  Presenters

  • Jason W Rocks

    Boston University

  Authors

  • Jason W Rocks

    Boston University

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• When are Neural Networks Kernel Learners?

  ORAL

  March 15, 2022, 9:36 AM – March 15, 2022, 9:48 AM

  Publication: "Neural Networks as Kernel Learners: The Silent Alignment Effect" - in submission. To be on arXiv by late October.

  Presenters

  • Alexander B Atanasov

    Harvard University

  Authors

  • Alexander B Atanasov

    Harvard University

  • Blake Bordelon

    Harvard University

  • Cengiz Pehlevan

    Harvard University

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• Teaching a material to be adaptive

  ORAL

  March 15, 2022, 9:48 AM – March 15, 2022, 10:00 AM

  Presenters

  • Martin J Falk

    University of Chicago

  Authors

  • Martin J Falk

    University of Chicago

  • Jiayi Wu

    University of Chicago

  • Vedant Sachdeva

    University of Chicago

  • Sidney R Nagel

    University of Chicago

  • Arvind Murugan

    University of Chicago

  View abstract →

• Information theory of high dimensional linear regression

  ORAL

  March 15, 2022, 10:00 AM – March 15, 2022, 10:12 AM

  Presenters

  • Vudtiwat Ngampruetikorn

    The Graduate Center, CUNY, The Graduate Center, City University of New York

  Authors

  • Vudtiwat Ngampruetikorn

    The Graduate Center, CUNY, The Graduate Center, City University of New York

  • David J Schwab

    The Graduate Center, CUNY

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• Learning out of equilibrium in physical systems

  ORAL

  March 15, 2022, 10:12 AM – March 15, 2022, 10:24 AM

  Presenters

  • Menachem Stern

    University of Pennsylvania

  Authors

  • Menachem Stern

    University of Pennsylvania

  • Sam J Dillavou

    University of Pennsylvania

  • Marc Z Miskin

    University of Pennsylvania

  • Douglas J Durian

    University of Pennsylvania

  • Andrea J Liu

    University of Pennsylvania

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• Learning Continuous Chaotic Attractors with a Reservoir Computer

  ORAL

  March 15, 2022, 10:24 AM – March 15, 2022, 10:36 AM

  Publication: Lindsay M. Smith, Jason Z. Kim, Zhixin Lu, Danielle S. Bassett. Learning Continuous Chaotic Attractors with a Reservoir Computer. Under Review at Chaos. arXiv: https://arxiv.org/abs/2110.08631

  Presenters

  • Lindsay M Smith

    University of Pennsylvania

  Authors

  • Lindsay M Smith

    University of Pennsylvania

  • Jason Z Kim

    University of Pennsylvania

  • Zhixin Lu

    University of Pennsylvania

  • Danielle S Bassett

    University of Pennsylvania

  View abstract →

• Learning Nonequilibrium Control Forces to Characterize Dynamical Phase Transitions

  ORAL

  March 15, 2022, 10:36 AM – March 15, 2022, 10:48 AM

  Publication: arXiv preprint arXiv:2107.03348

  Presenters

  • Jiawei Yan

    Stanford University

  Authors

  • Jiawei Yan

    Stanford University

  • Hugo Touchette

    Stellenbosch University

  • Grant M Rotskoff

    Stanford Univ

  View abstract →

• A Bayesian Approach to Hyperbolic Embeddings

  ORAL

  March 15, 2022, 10:48 AM – March 15, 2022, 11:00 AM

  Presenters

  • Anoop Praturu

    University of California, San Diego

  Authors

  • Anoop Praturu

    University of California, San Diego

  • Tatyana O Sharpee

    Salk Inst

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• A symbolic systen that synthesises an internal model of an algebraic theory of the data and prior knowlwedge

  ORAL

  March 15, 2022, 11:00 AM – March 15, 2022, 11:12 AM

  Publication: None

  Presenters

  • Gonzalo de Polavieja

    Centro Champalimaud

  Authors

  • Gonzalo de Polavieja

    Centro Champalimaud

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• Optimal learning despite a hundred distracting directions

  ORAL

  March 15, 2022, 11:12 AM – March 15, 2022, 11:24 AM

  Presenters

  • Michael C Abbott

    Yale University

  Authors

  • Michael C Abbott

    Yale University

  • Benjamin B Machta

    Yale University, Yale

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• Memory, Prediction and Computation in the Kuramoto model

  ORAL

  March 15, 2022, 11:24 AM – March 15, 2022, 11:36 AM

  Presenters

  • Chanin Kumpeerakij

    Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Thailand

  Authors

  • Chanin Kumpeerakij

    Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Thailand

  • David J Schwab

    The Graduate Center, CUNY

  • Thiparat Chotibut

    Chula Intelligent and Complex Systems Lab, Department of Physics, Chulalongkorn University, Thailand, Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Bangkok, Thailand, Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Thailand

  • Vudtiwat Ngampruetikorn

    The Graduate Center, CUNY, The Graduate Center, City University of New York

  View abstract →