A Neural Collapse Perspective on Feature Evolution in Graph Neural
Networks

A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks

4 July 2023

Vignesh Kothapalli

Joan Bruna

Papers citing "A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks"

12 / 12 papers shown

Title
Balancing Two Classifiers via A Simplex ETF Structure for Model Calibration Jiani Ni He Zhao Jintong Gao Dandan Guo H. Zha 24 0 0 14 Apr 2025
Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse Arthur Jacot Peter Súkeník Zihan Wang Marco Mondelli 26 1 0 07 Oct 2024
Joint Graph Rewiring and Feature Denoising via Spectral Resonance Jonas Linkerhagner Cheng Shi Ivan Dokmanić 31 0 0 13 Aug 2024
A spring-block theory of feature learning in deep neural networks Chengzhi Shi Liming Pan Ivan Dokmanić AI4CE 28 1 0 28 Jul 2024
What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks Yilun Zheng Sitao Luan Lihui Chen 35 5 0 27 Jun 2024
Linguistic Collapse: Neural Collapse in (Large) Language Models Robert Wu V. Papyan 33 11 0 28 May 2024
Neural Collapse versus Low-rank Bias: Is Deep Neural Collapse Really Optimal? Peter Súkeník Marco Mondelli Christoph H. Lampert AI4CE 30 5 0 23 May 2024
Rethinking the Graph Polynomial Filter via Positive and Negative Coupling Analysis Haodong Wen Bodong Du Ruixun Liu Deyu Meng Xiangyong Cao 26 0 0 16 Apr 2024
Perturbation Analysis of Neural Collapse Tom Tirer Haoxiang Huang Jonathan Niles-Weed AAML 27 23 0 29 Oct 2022
An Unconstrained Layer-Peeled Perspective on Neural Collapse Wenlong Ji Yiping Lu Yiliang Zhang Zhun Deng Weijie J. Su 122 83 0 06 Oct 2021
Exploring Deep Neural Networks via Layer-Peeled Model: Minority Collapse in Imbalanced Training Cong Fang Hangfeng He Qi Long Weijie J. Su FAtt 114 162 0 29 Jan 2021
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 231 3,202 0 24 Nov 2016