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Generalized Neural Collapse for a Large Number of Classes
v1v2v3 (latest)

Generalized Neural Collapse for a Large Number of Classes

9 October 2023
Jiachen Jiang
Jinxin Zhou
Peng Wang
Qing Qu
Dustin Mixon
Chong You
Zhihui Zhu
    AI4CE
ArXiv (abs)PDFHTML

Papers citing "Generalized Neural Collapse for a Large Number of Classes"

9 / 9 papers shown
Title
From Compression to Expansion: A Layerwise Analysis of In-Context Learning
From Compression to Expansion: A Layerwise Analysis of In-Context Learning
Jiachen Jiang
Yuxin Dong
Jinxin Zhou
Zhihui Zhu
65
0
0
22 May 2025
Neural Collapse is Globally Optimal in Deep Regularized ResNets and Transformers
Neural Collapse is Globally Optimal in Deep Regularized ResNets and Transformers
Peter Súkeník
Christoph H. Lampert
Marco Mondelli
79
0
0
21 May 2025
On the Geometry of Semantics in Next-token Prediction
On the Geometry of Semantics in Next-token Prediction
Yize Zhao
Christos Thrampoulidis
62
0
0
13 May 2025
The Persistence of Neural Collapse Despite Low-Rank Bias: An Analytic
  Perspective Through Unconstrained Features
The Persistence of Neural Collapse Despite Low-Rank Bias: An Analytic Perspective Through Unconstrained Features
Connall Garrod
Jonathan P. Keating
69
4
0
30 Oct 2024
Control-oriented Clustering of Visual Latent Representation
Control-oriented Clustering of Visual Latent Representation
Han Qi
Haocheng Yin
Heng Yang
SSL
145
2
0
07 Oct 2024
Cell-ontology guided transcriptome foundation model
Cell-ontology guided transcriptome foundation model
Xinyu Yuan
Zhihao Zhan
Zuobai Zhang
Manqi Zhou
Jianan Zhao
Boyu Han
Yue Li
Jian Tang
136
2
0
22 Aug 2024
Cross Entropy versus Label Smoothing: A Neural Collapse Perspective
Cross Entropy versus Label Smoothing: A Neural Collapse Perspective
Li Guo
George Andriopoulos
Zifan Zhao
Shuyang Ling
Shuyang Ling
Keith Ross
UQCVNoLa
82
9
0
06 Feb 2024
Mini-Batch Optimization of Contrastive Loss
Mini-Batch Optimization of Contrastive Loss
Jaewoong Cho
Kartik K. Sreenivasan
Keon Lee
Kyunghoo Mun
Soheun Yi
Jeong-Gwan Lee
Anna Lee
Jy-yong Sohn
Dimitris Papailiopoulos
Kangwook Lee
SSL
88
10
0
12 Jul 2023
Principled and Efficient Transfer Learning of Deep Models via Neural
  Collapse
Principled and Efficient Transfer Learning of Deep Models via Neural Collapse
Xiao Li
Sheng Liu
Jin-li Zhou
Xin Lu
C. Fernandez‐Granda
Zhihui Zhu
Q. Qu
AAML
97
20
0
23 Dec 2022
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