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GitHub topics: neural-collapse

MinghuiChen43/awesome-deep-phenomena

A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...

Size: 17.3 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 323 - Forks: 12

kvignesh1420/shallow_nc1

[NeurReps 2024, TMLR 2025] Can Kernel Methods Explain How the Data Affects Neural Collapse?

Language: Python - Size: 231 KB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 3 - Forks: 0

rhubarbwu/neural-collapse

Generic library for neural collapse and several derivative works on the phenomenon.

Language: Python - Size: 33.2 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 9 - Forks: 1

rhubarbwu/linguistic-collapse

Codebase for Linguistic Collapse: Neural Collapse in (Large) Language Models [NeurIPS 2024] [arXiv:2405.17767]

Language: Python - Size: 196 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 11 - Forks: 1

kvignesh1420/gnn_collapse

[NeurIPS 2023] Official implementation of "A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks"

Language: Python - Size: 481 KB - Last synced at: about 2 months ago - Pushed at: 10 months ago - Stars: 6 - Forks: 2

julilien/MemorizationDilation

Code for "Memorization-Dilation: Modeling Neural Collapse under Noise" as published at ICLR 2023.

Language: Python - Size: 43.9 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

NeuralCollapseApplications/Semantic-Segmentation

[CVPR 2023] The official code for our CVPR 2023 paper "Understanding Imbalanced Semantic Segmentation Through Neural Collapse".

Size: 1.95 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 6 - Forks: 0

NeuralCollapseApplications/FSCIL

[ICLR 2023] The official code for our ICLR 2023 (top25%) paper: "Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning"

Language: Python - Size: 693 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 52 - Forks: 4

NeuralCollapseApplications/UniCIL

The official code for our paper "Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants".

Language: Python - Size: 313 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 5 - Forks: 0

NeuralCollapseApplications/ImbalancedLearning

[NeurIPS 2022] The official code for our NeurIPS 2022 paper "Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network?".

Language: Python - Size: 674 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 33 - Forks: 4

yulonghui/Uniformity-Gap

Official implementation of "Generalizing and Decoupling Neural Collapse via Hyperspherical Uniformity Gap" (HUG). [ICLR 2023]

Language: Python - Size: 3.91 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0