Mathematics of Deep Learning
Videos from CMO Workshop
Jeremias Sulam, Johns Hopkins University
Monday Jun 10, 2024 09:00 - 10:03
Yes, my deep network works! But.. what did it learn?
Sam Buchanan, Toyota Technological Institute at Chicago (TTIC)
Monday Jun 10, 2024 10:30 - 11:31
Lecture I: White-Box Architecture Design via Unrolled Optimization and Compression
Lachlan MacDonald, Johns Hopkins University
Monday Jun 10, 2024 14:00 - 14:26
Equivariant convolutional networks over arbitrary Lie groups
Joshua Agterberg, University of Pennsylvania
Monday Jun 10, 2024 14:30 - 15:23
A Precise High-Dimensional Statistical Theory for Convex and Nonconvex Matrix Sensing
Alejandro Ribeiro, University of Pennsylvania
Monday Jun 10, 2024 15:30 - 16:33
Constrained Reinforcement Learning
Fanny Yang, ETH Zurich
Tuesday Jun 11, 2024 09:00 - 10:02
Surprising phenomena of max-ℓ
Gitta Kutyniok, LMU Munich
Tuesday Jun 11, 2024 10:30 - 11:33
Overcoming the Boundaries of Artificial Intelligence: A Mathematical Approach
Rene Vidal, University of Pennsylvania
Tuesday Jun 11, 2024 14:00 - 14:59
Learning Dynamics of Overparametrized Neural Networks
Joshua Vogelstein, Johns Hopkins University
Tuesday Jun 11, 2024 15:30 - 16:20
Probably Approximately Correct in the Future.
Salma Tarmoun, University of Pennsylvania
Tuesday Jun 11, 2024 16:30 - 17:03
Gradient Descent and Attention Models: Challenges Posed by the Softmax Function
Matus Telgarsky, New York University
Wednesday Jun 12, 2024 09:00 - 10:00
Where within F_1 does gradient descent search?
Qi Lei, New York University
Wednesday Jun 12, 2024 10:30 - 11:30
Data Reconstruction Attacks and Defenses: From Theory to Practice
Luana Ruiz, Johns Hopkins University
Thursday Jun 13, 2024 09:00 - 09:58
A Poincaré Inequality and Consistency Results for Signal Sampling on Large Graphs
Cristóbal Guzmán, Pontificia Universidad Católica de Chile
Thursday Jun 13, 2024 10:30 - 11:30
The Role of Sparsity in Differentially-Private Learning
Chong You, Google
Thursday Jun 13, 2024 14:00 - 15:00
How many FLOPs is a token worth?
Josue Tonelli-Cueto, Johns Hopkins University
Thursday Jun 13, 2024 15:30 - 16:04
Lazy quotient metrics: Approximate symmetries for ML models
Samar Hadou, University of Pennsylvania
Thursday Jun 13, 2024 16:30 - 17:10
Robust Unrolled Networks
