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Poster
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Thu 9:00
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Training stochastic stabilized supralinear networks by dynamics-neutral growth
Wayne Soo · Mate Lengyel
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Poster
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Tue 14:00
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Surprising Instabilities in Training Deep Networks and a Theoretical Analysis
Yuxin Sun · DONG LAO · Ganesh Sundaramoorthi · Anthony Yezzi
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Poster
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Thu 14:00
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Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks
Ching-Yao Chuang · Stefanie Jegelka
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Workshop
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Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning
Sanghwan Kim · Lorenzo Noci · Antonio Orvieto · Thomas Hofmann
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Workshop
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Lorentz Direct Concatenation for Stable Training in Hyperbolic Neural Networks
Eric Qu · Dongmian Zou
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Poster
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Tue 14:00
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Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees
Ruikun Zhou · Thanin Quartz · Hans De Sterck · Jun Liu
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Poster
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Wed 9:00
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Graph Scattering beyond Wavelet Shackles
Christian Koke · Gitta Kutyniok
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Poster
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Wed 9:00
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Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks
Yunwen Lei · Rong Jin · Yiming Ying
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Poster
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Wed 9:00
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On the Stability and Scalability of Node Perturbation Learning
Naoki Hiratani · Yash Mehta · Timothy Lillicrap · Peter E Latham
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Workshop
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Towards dynamical stability analysis of sustainable power grids using Graph Neural Networks
Christian Nauck · Michael Lindner · Ulrich Schürholt · Frank Hellmann
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Poster
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Wed 9:00
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coVariance Neural Networks
Saurabh Sihag · Gonzalo Mateos · Corey McMillan · Alejandro Ribeiro
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Poster
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Wed 14:00
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The alignment property of SGD noise and how it helps select flat minima: A stability analysis
Lei Wu · Mingze Wang · Weijie Su
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