Schedule for: 24w5297 - Mathematics of Deep Learning

Beginning on Sunday, June 9 and ending Friday June 14, 2024

All times in Oaxaca, Mexico time, CDT (UTC-5).

Sunday, June 9
14:00 - 23:59 Check-in begins (Front desk at your assigned hotel)
19:30 - 22:00 Dinner (Restaurant Hotel Hacienda Los Laureles)
20:30 - 21:30 Informal gathering (Hotel Hacienda Los Laureles)
Monday, June 10
07:30 - 08:45 Breakfast (Restaurant Hotel Hacienda Los Laureles)
08:45 - 09:00 Introduction and Welcome (Conference Room San Felipe)
09:00 - 10:00 Jeremias Sulam: Yes, my deep network works! But.. what did it learn? (Conference Room San Felipe)
10:00 - 10:30 Coffee Break (Conference Room San Felipe)
10:30 - 11:15 Sam Buchanan: Lecture I: White-Box Architecture Design via Unrolled Optimization and Compression (Conference Room San Felipe)
11:15 - 11:45 Coffee Break (Hotel Hacienda Los Laureles)
11:45 - 12:30 Sam Buchanan: Lecture II: White-Box Transformers via Sparse Rate Reduction (Conference Room San Felipe)
12:30 - 14:00 Lunch (Restaurant Hotel Hacienda Los Laureles)
14:00 - 14:30 Lachlan MacDonald: Equivariant convolutional networks over arbitrary Lie groups (Conference Room San Felipe)
14:30 - 15:00 Joshua Agterberg: A Precise High-Dimensional Statistical Theory for Convex and Nonconvex Matrix Sensing (Conference Room San Felipe)
15:00 - 15:30 Coffee Break (Conference Room San Felipe)
15:30 - 16:30 Alejandro Ribeiro: Constrained Reinforcement Learning (Conference Room San Felipe)
16:30 - 17:00 Wilson Gregory: Equivariant Tensor Polynomials for Sparse Vector Recovery. (Conference Room San Felipe)
17:00 - 19:00 Adjourn (Hotel Hacienda Los Laureles)
19:00 - 21:00 Dinner (Restaurant Hotel Hacienda Los Laureles)
Tuesday, June 11
07:30 - 09:00 Breakfast (Restaurant Hotel Hacienda Los Laureles)
09:00 - 10:00 Fanny Yang: Surprising phenomena of max-ℓ𝑝-margin classifiers in high dimensions (Online - CMO)
10:00 - 10:30 Coffee Break (Conference Room San Felipe)
10:30 - 11:30 Gitta Kutyniok: Overcoming the Boundaries of Artificial Intelligence: A Mathematical Approach (Online - CMO)
11:30 - 12:00 Group Photo (Hotel Hacienda Los Laureles)
12:00 - 14:00 Lunch (Restaurant Hotel Hacienda Los Laureles)
14:00 - 15:00 Rene Vidal: Learning Dynamics of Overparametrized Neural Networks (Conference Room San Felipe)
15:00 - 15:30 Coffee Break (Conference Room San Felipe)
15:30 - 16:30 Joshua Vogelstein: Probably Approximately Correct in the Future. (Conference Room San Felipe)
16:30 - 17:00 Salma Tarmoun: Gradient Descent and Attention Models: Challenges Posed by the Softmax Function (Conference Room San Felipe)
17:00 - 19:00 Adjourn (Hotel Hacienda Los Laureles)
19:00 - 21:00 Dinner (Restaurant Hotel Hacienda Los Laureles)
Wednesday, June 12
07:30 - 09:00 Breakfast (Restaurant Hotel Hacienda Los Laureles)
09:00 - 10:00 Matus Telgarsky: Where within F_1 does gradient descent search? (Conference Room San Felipe)
10:00 - 10:30 Coffee Break (Conference Room San Felipe)
10:30 - 11:30 Qi Lei: Data Reconstruction Attacks and Defenses: From Theory to Practice (Conference Room San Felipe)
11:30 - 12:00 Free Time (Hotel Hacienda Los Laureles)
12:00 - 13:00 Lunch (Restaurant Hotel Hacienda Los Laureles)
13:00 - 19:00 Free Afternoon | Visit to Monte Alban (Oaxaca)
19:00 - 21:00 Dinner (Restaurant Hotel Hacienda Los Laureles)
Thursday, June 13
07:30 - 09:00 Breakfast (Restaurant Hotel Hacienda Los Laureles)
09:00 - 10:00 Luana Ruiz: A Poincaré Inequality and Consistency Results for Signal Sampling on Large Graphs (Conference Room San Felipe)
10:00 - 10:30 Coffee Break (Conference Room San Felipe)
10:30 - 11:30 Cristóbal Guzmán: The Role of Sparsity in Differentially-Private Learning (Conference Room San Felipe)
11:30 - 12:00 Soledad Villar: Symmetries in machine learning: point clouds and graphs. (Online - CMO)
12:00 - 14:00 Lunch (Restaurant Hotel Hacienda Los Laureles)
14:00 - 15:00 Chong You: How many FLOPs is a token worth? (Conference Room San Felipe)
15:00 - 15:30 Coffee Break (Conference Room San Felipe)
15:30 - 16:00 Josue Tonelli-Cueto: Lazy quotient metrics: Approximate symmetries for ML models (Conference Room San Felipe)
16:00 - 16:30 Young Kyung Kim: Vision Transformers with Natural Language Semantics (Conference Room San Felipe)
16:30 - 17:00 Samar Hadou: Robust Unrolled Networks (Conference Room San Felipe)
17:00 - 19:00 Adjourn (Hotel Hacienda Los Laureles)
19:00 - 21:00 Dinner (Restaurant Hotel Hacienda Los Laureles)
Friday, June 14
07:30 - 09:00 Breakfast (Restaurant Hotel Hacienda Los Laureles)
09:00 - 10:00 TBA (Hotel Hacienda Los Laureles)
10:00 - 10:30 Coffee Break (Conference Room San Felipe)
10:30 - 11:00 TBA (Hotel Hacienda Los Laureles)
11:00 - 11:30 TBA (Conference Room San Felipe)
11:30 - 12:00 TBA (Conference Room San Felipe)
12:00 - 13:30 Lunch (Restaurant Hotel Hacienda Los Laureles)