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Workshop
Mon 11:00 NeuralVerification.jl: Algorithms for Verifying Deep Neural Networks
Tomer Arnon · Christopher Lazarus
Poster
Wed 14:30 From Hard to Soft: Understanding Deep Network Nonlinearities via Vector Quantization and Statistical Inference
Randall Balestriero · Richard Baraniuk
Poster
Thu 14:30 Deep, Skinny Neural Networks are not Universal Approximators
Jesse Johnson
Poster
Tue 9:00 RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks
Xiuyuan Cheng · Qiang Qiu · Robert Calderbank · Guillermo Sapiro
Poster
Tue 9:00 Diffusion Scattering Transforms on Graphs
Fernando Gama · Alejandro Ribeiro · Joan Bruna
Poster
Tue 9:00 Unsupervised Adversarial Image Reconstruction
Arthur Pajot · Emmanuel de Bézenac · patrick Gallinari
Poster
Wed 14:30 Adaptivity of deep ReLU network for learning in Besov and mixed smooth Besov spaces: optimal rate and curse of dimensionality
Taiji Suzuki
Poster
Tue 9:00 ADef: an Iterative Algorithm to Construct Adversarial Deformations
Rima Alaifari · Giovanni S Alberti · Tandri Gauksson
Poster
Tue 9:00 Deep Convolutional Networks as shallow Gaussian Processes
Adrià Garriga-Alonso · Carl Edward Rasmussen · Laurence Aitchison
Poster
Wed 14:30 Aggregated Momentum: Stability Through Passive Damping
James Lucas · Shengyang Sun · Richard Zemel · Roger Grosse
Poster
Tue 9:00 A Unified Theory of Early Visual Representations from Retina to Cortex through Anatomically Constrained Deep CNNs
Jack Lindsey · Samuel Ocko · Surya Ganguli · Stephane Deny
Poster
Wed 14:30 Deep Frank-Wolfe For Neural Network Optimization
Leonard Berrada · Andrew Zisserman · M. Pawan Kumar