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Poster
Wed 9:00 The Sample Complexity of One-Hidden-Layer Neural Networks
Gal Vardi · Ohad Shamir · Nati Srebro
Poster
Wed 9:00 A Quantitative Geometric Approach to Neural-Network Smoothness
Zi Wang · Gautam Prakriya · Somesh Jha
Poster
Thu 9:00 High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation
Jimmy Ba · Murat Erdogdu · Taiji Suzuki · Zhichao Wang · Denny Wu · Greg Yang
Workshop
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training
Gowthami Somepalli · Avi Schwarzschild · Micah Goldblum · C. Bayan Bruss · Tom Goldstein
Poster
Tue 9:00 Hardness of Noise-Free Learning for Two-Hidden-Layer Neural Networks
Sitan Chen · Aravind Gollakota · Adam Klivans · Raghu Meka
Poster
Thu 14:00 Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks
Michael Lohaus · Matthäus Kleindessner · Krishnaram Kenthapadi · Francesco Locatello · Chris Russell
Workshop
ZerO Initialization: Initializing Neural Networks with only Zeros and Ones
Jiawei Zhao · Florian Schaefer · Anima Anandkumar
Poster
Thu 9:00 Benign Overfitting in Two-layer Convolutional Neural Networks
Yuan Cao · Zixiang Chen · Misha Belkin · Quanquan Gu
Poster
Empirical Phase Diagram for Three-layer Neural Networks with Infinite Width
Hanxu Zhou · Zhou Qixuan · Zhenyuan Jin · Tao Luo · Yaoyu Zhang · Zhi-Qin Xu
Poster
Tue 9:00 Gradient flow dynamics of shallow ReLU networks for square loss and orthogonal inputs
Etienne Boursier · Loucas PILLAUD-VIVIEN · Nicolas Flammarion
Workshop
Physically-primed deep-neural-networks for generalized undersampled MRI reconstruction
Nitzan Avidan · Moti Freiman
Poster
Thu 9:00 Emergence of Hierarchical Layers in a Single Sheet of Self-Organizing Spiking Neurons
Paul Bertens · Seong-Whan Lee