Tuesday, March 15, 2022
8:00AM - 8:36AM
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F09.00001: Toward Statistical Mechanics of Deep Learning
Invited Speaker:
Haim I Sompolinsky
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Tuesday, March 15, 2022
8:36AM - 8:48AM
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F09.00002: AI Pontryagin or: How Artificial Neural Networks Learn to Control Dynamical Systems
Lucas Boettcher, Thomas Asikis, Nino Antulov-Fantulin
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Tuesday, March 15, 2022
8:48AM - 9:00AM
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F09.00003: Probing the Theoretical and Computational Limits of Dissipative Design
Shriram Chennakesavalu, Grant M Rotskoff
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Tuesday, March 15, 2022
9:00AM - 9:12AM
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F09.00004: The Role of Data in the Sloppiness of Deep Networks
Pratik Chaudhari, Rubing Yang, Jialin Mao
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Tuesday, March 15, 2022
9:12AM - 9:24AM
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F09.00005: Statistical Mechanics of Kernel Regression and Wide Neural Networks
Abdulkadir Canatar, Blake Bordelon, Cengiz Pehlevan
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Tuesday, March 15, 2022
9:24AM - 9:36AM
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F09.00006: Machine learning in and out of equilibrium
Michael Hinczewski, Shishir Adhikari, Alkan Kabakcioglu, Alexander Strang, Deniz Yuret
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Tuesday, March 15, 2022
9:36AM - 9:48AM
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F09.00007: Can Artificial Intelligence "formulate" Quantum Mechanics? An Illustration for Planck's Blackbody Radiation
Vishnu Shankar, Sadasivan Shankar
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Tuesday, March 15, 2022
9:48AM - 10:00AM
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F09.00008: Non-Gaussian effects in finite Bayesian neural networks
Jacob Zavatone-Veth, Abdulkadir Canatar, Benjamin S Ruben, Cengiz Pehlevan
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Tuesday, March 15, 2022
10:00AM - 10:12AM
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F09.00009: Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines
Aurélien Decelle, Beatriz Seoane, Cyril Furtlehner
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Tuesday, March 15, 2022
10:12AM - 10:24AM
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F09.00010: Long range memory in deep neural networks' neural activations
Ling Feng, Nicholas Jia Le Chong
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Tuesday, March 15, 2022
10:24AM - 10:36AM
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F09.00011: Identifying symmetries in the statistical ensemble of coarse-graining rules
Doruk Efe Gokmen, Zohar Ringel, Sebastian Huber, Maciej Koch-Janusz
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Tuesday, March 15, 2022
10:36AM - 10:48AM
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F09.00012: Exploring the loss landscape with Langevin dynamics
Théo Jules, Yohai Bar-Sinai
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Tuesday, March 15, 2022
10:48AM - 11:00AM
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F09.00013: Learning actions from data using invertible neural networks
Claudia Merger, Carsten Honerkamp, Alexandre René, Moritz Helias
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