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Spotlight
Wed Jul 20 01:30 PM -- 01:35 PM (PDT) @ Ballroom 3 & 4
The dynamics of representation learning in shallow, non-linear autoencoders
In Theory
Maria Refinetti · Sebastian Goldt
Spotlight
Wed Jul 20 01:35 PM -- 01:40 PM (PDT) @ Ballroom 3 & 4
Implicit Regularization in Hierarchical Tensor Factorization and Deep Convolutional Neural Networks
In Theory
Noam Razin · Asaf Maman · Nadav Cohen
Spotlight
Wed Jul 20 01:40 PM -- 01:45 PM (PDT) @ Ballroom 3 & 4
Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing
In Theory
Ramji Venkataramanan · Kevin Kögler · Marco Mondelli
Spotlight
Wed Jul 20 01:45 PM -- 01:50 PM (PDT) @ Ballroom 3 & 4
Failure and success of the spectral bias prediction for Laplace Kernel Ridge Regression: the case of low-dimensional data
In Theory
Umberto M. Tomasini · Antonio Sclocchi · Matthieu Wyart
Spotlight
Wed Jul 20 01:50 PM -- 01:55 PM (PDT) @ Ballroom 3 & 4
Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation
In Theory
Daniel Vial · Advait Parulekar · Sanjay Shakkottai · R Srikant
Spotlight
Wed Jul 20 01:55 PM -- 02:00 PM (PDT) @ Ballroom 3 & 4
Universal Joint Approximation of Manifolds and Densities by Simple Injective Flows
In Theory
Michael Puthawala · Matti Lassas · Ivan Dokmanic · Maarten de Hoop
Spotlight
Wed Jul 20 02:00 PM -- 02:05 PM (PDT) @ Ballroom 3 & 4
Bounding the Width of Neural Networks via Coupled Initialization - A Worst Case Analysis
In Theory
Alexander Munteanu · Simon Omlor · Zhao Song · David Woodruff
Oral
Wed Jul 20 02:05 PM -- 02:25 PM (PDT) @ Ballroom 3 & 4
Last Iterate Risk Bounds of SGD with Decaying Stepsize for Overparameterized Linear Regression
In Theory
Jingfeng Wu · Difan Zou · Vladimir Braverman · Quanquan Gu · Sham Kakade
Spotlight
Wed Jul 20 02:25 PM -- 02:30 PM (PDT) @ Ballroom 3 & 4
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks
In Theory
Andrew Saxe · Shagun Sodhani · Sam Lewallen
Spotlight
Wed Jul 20 02:30 PM -- 02:35 PM (PDT) @ Ballroom 3 & 4
Efficient Learning of CNNs using Patch Based Features
In Theory
Alon Brutzkus · Amir Globerson · Eran Malach · Alon Regev Netser · Shai Shalev-Shwartz
Spotlight
Wed Jul 20 02:35 PM -- 02:40 PM (PDT) @ Ballroom 3 & 4
Neural Tangent Kernel Analysis of Deep Narrow Neural Networks
In Theory
Jongmin Lee · Joo Young Choi · Ernest Ryu · Albert No
Spotlight
Wed Jul 20 02:40 PM -- 02:45 PM (PDT) @ Ballroom 3 & 4
Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably)
In Theory
Yu Huang · Junyang Lin · Chang Zhou · Hongxia Yang · Longbo Huang
Spotlight
Wed Jul 20 02:45 PM -- 02:50 PM (PDT) @ Ballroom 3 & 4
Fully-Connected Network on Noncompact Symmetric Space and Ridgelet Transform based on Helgason-Fourier Analysis
In Theory
Sho Sonoda · Isao Ishikawa · Masahiro Ikeda
Spotlight
Wed Jul 20 02:50 PM -- 02:55 PM (PDT) @ Ballroom 3 & 4
Non-Vacuous Generalisation Bounds for Shallow Neural Networks
In Theory
Feix Biggs · Benjamin Guedj
Spotlight
Wed Jul 20 02:55 PM -- 03:00 PM (PDT) @ Ballroom 3 & 4
Maslow's Hammer in Catastrophic Forgetting: Node Re-Use vs. Node Activation
In Theory
Sebastian Lee · Stefano Sarao Mannelli · Claudia Clopath · Sebastian Goldt · Andrew Saxe