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Symmetric Neural-Collapse Representations with Supervised Contrastive
  Loss: The Impact of ReLU and Batching

Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching

13 June 2023
Ganesh Ramachandra Kini
V. Vakilian
Tina Behnia
Jaidev Gill
Christos Thrampoulidis
ArXivPDFHTML

Papers citing "Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching"

5 / 5 papers shown
Title
On the Geometry of Semantics in Next-token Prediction
On the Geometry of Semantics in Next-token Prediction
Yize Zhao
Christos Thrampoulidis
11
0
0
13 May 2025
Inducing Neural Collapse to a Fixed Hierarchy-Aware Frame for Reducing
  Mistake Severity
Inducing Neural Collapse to a Fixed Hierarchy-Aware Frame for Reducing Mistake Severity
Tong Liang
Jim Davis
30
10
0
10 Mar 2023
Neural Collapse in Deep Linear Networks: From Balanced to Imbalanced
  Data
Neural Collapse in Deep Linear Networks: From Balanced to Imbalanced Data
Hien Dang
Tho Tran
T. Nguyen
Hung The Tran
Nhat Ho
Hung Tran
32
28
0
01 Jan 2023
An Unconstrained Layer-Peeled Perspective on Neural Collapse
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
Exploring Deep Neural Networks via Layer-Peeled Model: Minority Collapse in Imbalanced Training
Cong Fang
Hangfeng He
Qi Long
Weijie J. Su
FAtt
117
164
0
29 Jan 2021
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