Search All 2022 Events
 

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Poster
Tue 9:00 Theoretical analysis of deep neural networks for temporally dependent observations
Mingliang Ma · Abolfazl Safikhani
Poster
Wed 9:00 coVariance Neural Networks
Saurabh Sihag · Gonzalo Mateos · Corey McMillan · Alejandro Ribeiro
Poster
Wed 9:00 Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks
Yunwen Lei · Rong Jin · Yiming Ying
Poster
SNN-RAT: Robustness-enhanced Spiking Neural Network through Regularized Adversarial Training
Jianhao Ding · Tong Bu · Zhaofei Yu · Tiejun Huang · Jian Liu
Poster
Thu 9:00 Not too little, not too much: a theoretical analysis of graph (over)smoothing
Nicolas Keriven
Poster
Tue 14:00 Surprising Instabilities in Training Deep Networks and a Theoretical Analysis
Yuxin Sun · DONG LAO · Ganesh Sundaramoorthi · Anthony Yezzi
Poster
Tue 9:00 AZ-whiteness test: a test for signal uncorrelation on spatio-temporal graphs
Daniele Zambon · Cesare Alippi
Workshop
Fri 13:00 FastCPH: Efficient Survival Analysis for Neural Networks
Xuelin Yang · Louis F Abraham · Sejin Kim · Petr Smirnov · Feng Ruan · Benjamin Haibe-Kains · Robert Tibshirani
Workshop
FastCPH: Efficient Survival Analysis for Neural Networks
Xuelin Yang · Louis F Abraham · Sejin Kim · Petr Smirnov · Feng Ruan · Benjamin Haibe-Kains · Robert Tibshirani
Poster
Wed 14:00 The alignment property of SGD noise and how it helps select flat minima: A stability analysis
Lei Wu · Mingze Wang · Weijie Su
Poster
Tue 14:00 Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Masanobu Horie · NAOTO MITSUME
Workshop
Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Masanobu Horie · NAOTO MITSUME