Poster

Thu 9:00

Training stochastic stabilized supralinear networks by dynamics-neutral growth
Wayne Soo · Mate Lengyel

Poster

Tue 14:00

Surprising Instabilities in Training Deep Networks and a Theoretical Analysis
Yuxin Sun · DONG LAO · Ganesh Sundaramoorthi · Anthony Yezzi

Poster

Thu 14:00

Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks
Ching-Yao Chuang · Stefanie Jegelka

Workshop

Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning
Sanghwan Kim · Lorenzo Noci · Antonio Orvieto · Thomas Hofmann

Workshop

Lorentz Direct Concatenation for Stable Training in Hyperbolic Neural Networks
Eric Qu · Dongmian Zou

Poster

Wed 9:00

Graph Scattering beyond Wavelet Shackles
Christian Koke · Gitta Kutyniok

Poster

Wed 9:00

Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks
Yunwen Lei · Rong Jin · Yiming Ying

Poster

Tue 14:00

Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees
Ruikun Zhou · Thanin Quartz · Hans De Sterck · Jun Liu

Poster

Wed 9:00

On the Stability and Scalability of Node Perturbation Learning
Naoki Hiratani · Yash Mehta · Timothy Lillicrap · Peter E Latham

Poster

Wed 9:00

coVariance Neural Networks
Saurabh Sihag · Gonzalo Mateos · Corey McMillan · Alejandro Ribeiro

Workshop

Towards dynamical stability analysis of sustainable power grids using Graph Neural Networks
Christian Nauck · Michael Lindner · Ulrich Schürholt · Frank Hellmann

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