A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Attention Networks

Biswadeep Chakraborty; Harshit Kumar; Saibal Mukhopadhyay

2025 ICML ICML 2025

A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Attention Networks

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

Authors

Biswadeep Chakraborty, Harshit Kumar, Saibal Mukhopadhyay

Topics

Machine Learning > Optimization & Theory > Learning Theory Machine Learning > Application Areas > Efficient Computing

Keywords

dynamical system attractor state over smoothing anti-hebbian learning noise-driven covariance analysis pruning attention weights

Download PDF