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KITP Program: The Rough High-Dimensional Landscape Problem
(Jan 7 - Mar 1, 2019)
Coordinators: Giulio Biroli, Chiara Cammarota, Patrick Charbonneau, and Andrea Montanari
Scientific Advisors: GĂ©rard Ben Arous, Jean-Philippe Bouchaud, David Donoho, and Daniel S. Fisher

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Time Speaker Title
01/07-11 Conference: Rough Landscapes: From Physics to Algorithms
1/14, 2:00pm All Participants Open problems, discussion, brainstorming
1/15, 10:00am Juan Pedro Garrahan
Nottingham
Thermodynamics of trajectories, optimal dynamics and reinforcement learning[Aud][Cam]
1/16, 1:30pm Song Mei
Stanford
Mean field dynamics of two layer/multi layer neural networks[Slides][Podcast][Aud][Cam]
1/17, 10:00am Alexander Rakhlin
MIT
Interpolation
1/18, 1:30pm Matthieu Wyart
EPFL
Discussion: Neural Tangent Kernel and generalisation in overparametrised deep nets
1/21, 2:00pm All Participants TBA
1/22, 10:00am Florent Krzakala
ENS & KITP
Selected review of 30 years of physics research on artificial neural networks
1/23, 1:30pm All Participants TBA
1/24, 10:00am Levent Sagun
EPFL & KITP
An overview of empirical studies in neural networks
1/25, 1:30pm Patrick Charbonneau
Duke Univ.
Grzegorz Szamel
Colorado State Univ.
Some Steps Towards Cracking the Dynamics of the Glass Problem
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