Schedule for: 24w5288 - Computational Harmonic Analysis in Data Science and Machine Learning
Beginning on Sunday, September 15 and ending Friday September 20, 2024
All times in Oaxaca, Mexico time, CDT (UTC-5).
| Sunday, September 15 |
| 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, September 16 |
| 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 |
Rebecca Willett: Learning Low-rank Functions With Neural Networks (Conference Room San Felipe) |
| 10:00 - 10:30 |
Bernhard Bodmann: Sparse recovery for linear combinations of heat kernels on graphs (Conference Room San Felipe) |
| 10:30 - 11:00 |
Coffee Break (Conference Room San Felipe) |
| 11:00 - 11:30 |
Jeremias Sulam: What did my deep network learn? (Conference Room San Felipe) |
| 11:30 - 12:00 |
Shuyang Ling: Beyond unconstrained features: Neural collapse for shallow neural networks with general data (Conference Room San Felipe) |
| 12:00 - 12:30 |
Roy Lederman: An observation on how Expectation Maximization and K-Means break (Conference Room San Felipe) |
| 13:20 - 13:30 |
Group Photo (Hotel Hacienda Los Laureles) |
| 13:30 - 15:00 |
Lunch (Restaurant Hotel Hacienda Los Laureles) |
| 15:00 - 15:30 |
Shizhou Xu: Fair Data Representation for Machine Learning at the Pareto Frontier (Conference Room San Felipe) |
| 15:30 - 16:00 |
Oscar Mickelin: Fast expansion into harmonics on the unit disk and ball (Conference Room San Felipe) |
| 16:00 - 16:30 |
Coffee Break (Conference Room San Felipe) |
| 16:30 - 17:00 |
Yuehaw Khoo: Convex relaxations for physics simulations (Conference Room San Felipe) |
| 17:00 - 17:30 |
Rayan Saab: Compressing neural networks for faster inference: sparsity, quantization, and low-rank approximation (Conference Room San Felipe) |
| 19:00 - 21:00 |
Dinner (Restaurant Hotel Hacienda Los Laureles) |
| Tuesday, September 17 |
| 07:30 - 09:00 |
Breakfast (Restaurant Hotel Hacienda Los Laureles) |
| 09:00 - 10:00 |
Rene Vidal: Semantic Information and Matching Pursuit Algorithms for Explainable AI (Conference Room San Felipe) |
| 10:00 - 10:30 |
Yunpeng Shi: Fast and robust alignment of images in sliced Wasserstein distance (Conference Room San Felipe) |
| 10:30 - 11:00 |
Coffee Break (Conference Room San Felipe) |
| 11:00 - 11:30 |
George Kevrekidis: Conformal Disentanglement with Autoencoder Architectures (Conference Room San Felipe) |
| 11:30 - 12:00 |
Hau-Tieng Wu: Manifold denosing (Conference Room San Felipe) |
| 12:00 - 12:30 |
Bao Wang: Equivariant Generative Models for Molecular Modeling (Conference Room San Felipe) |
| 13:30 - 15:00 |
Lunch (Restaurant Hotel Hacienda Los Laureles) |
| 15:00 - 15:30 |
Rob Webber: Robust, randomized preconditioning for kernel ridge regression (Conference Room San Felipe) |
| 15:30 - 16:00 |
Alberto Bietti: Transformers and Associative Memories (Conference Room San Felipe) |
| 16:00 - 16:30 |
Coffee Break (Conference Room San Felipe) |
| 16:30 - 17:00 |
Sui Tang: Solving Estimation Problems of Dynamical Systems by Exploiting Low-Dimensional Structures (Conference Room San Felipe) |
| 17:00 - 17:30 |
Jose Perea: DREiMac: Dimensionality Reduction with Eilenberg-MacLane Coordinates (Conference Room San Felipe) |
| 19:00 - 21:00 |
Dinner (Restaurant Hotel Hacienda Los Laureles) |
| Wednesday, September 18 |
| 07:30 - 09:00 |
Breakfast (Restaurant Hotel Hacienda Los Laureles) |
| 09:00 - 13:30 |
Excursion ↓ Monte Alban Pyramids (Other (See Description)) |
| 13:30 - 15:00 |
Lunch (Restaurant Hotel Hacienda Los Laureles) |
| 15:30 - 16:00 |
Coffee Break (Conference Room San Felipe) |
| 16:00 - 17:00 |
Dustin Mixon: Bilipschitz invariants (Conference Room San Felipe) |
| 17:00 - 17:30 |
Alexander Cloninger: Linearized Optimal Transport: Theory and Applications (Conference Room San Felipe) |
| 17:30 - 18:00 |
Sue Parkinson: Depth Separation of Neural Networks in Learning (Conference Room San Felipe) |
| 19:00 - 21:00 |
Dinner (Restaurant Hotel Hacienda Los Laureles) |
| Thursday, September 19 |
| 07:30 - 09:00 |
Breakfast (Restaurant Hotel Hacienda Los Laureles) |
| 09:00 - 10:00 |
Jason Altschuler: Acceleration by Random Stepsizes (Conference Room San Felipe) |
| 10:00 - 10:30 |
Joe Kileel: Covering numbers of real algebraic varieties and applications to data science (Conference Room San Felipe) |
| 10:30 - 11:00 |
Coffee Break (Conference Room San Felipe) |
| 11:00 - 11:30 |
Mauro Maggioni: Learning Interaction laws in particle- and agent-based systems (Conference Room San Felipe) |
| 11:30 - 12:00 |
Courtney Paquette: 4+3 Phases of Compute-Optimal Neural Scaling Laws (Conference Room San Felipe) |
| 12:00 - 12:30 |
Boris Landa: Inferring the Noise Structure in Large Data Matrices for Adaptive Detection and Recovery of Low-Rank Signals (Conference Room San Felipe) |
| 13:30 - 15:00 |
Lunch (Restaurant Hotel Hacienda Los Laureles) |
| 15:00 - 15:30 |
Gal Mishne: Low Distortion Embedding with Bottom-up Manifold Learning (Conference Room San Felipe) |
| 15:30 - 16:00 |
Nicholas Marshall: Randomized Kaczmarz, Geometric Smoothing, and Momentum (Conference Room San Felipe) |
| 16:00 - 16:30 |
Coffee Break (Conference Room San Felipe) |
| 16:30 - 17:00 |
William Leeb: Metrics Robust to Deformations and Noise (Conference Room San Felipe) |
| 17:00 - 17:30 |
Ronen Talmon: Enhanced Matrix Pencil Method for Noisy Signals Using Structured Modes (Conference Room San Felipe) |
| 19:00 - 21:00 |
Dinner (Restaurant Hotel Hacienda Los Laureles) |
| Friday, September 20 |
| 07:30 - 09:00 |
Breakfast (Restaurant Hotel Hacienda Los Laureles) |
| 09:00 - 10:30 |
Open work sessions (Conference Room San Felipe) |
| 10:30 - 11:00 |
Coffee Break (Conference Room San Felipe) |
| 11:00 - 12:00 |
Open work sessions (Conference Room San Felipe) |
| 12:00 - 14:00 |
Lunch (Restaurant Hotel Hacienda Los Laureles) |
