neural-collapse

There are 2 repositories under neural-collapse topic.

• MinghuiChen43 / awesome-deep-phenomena

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

  empirical-researchawesome-listdeep-learning-theorydouble-descentinformation-bottleneck-theorylottery-ticket-hypothesisneural-collapseneural-tangent-kernelneuroscience-inspired-ainon-convex-optimizationemergencegrokkingphase-transitions
  362

• 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"

  class-incremental-learningfew-shot-learningneural-collapse
  Language:Python 90

• 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?".

  imbalanced-learningmachine-learningneural-collapse
  Language:Python 44

• rhubarbwu / linguistic-collapse

  Codebase for arXiv:2405.17767, based on GPT-Neo and TinyStories.

  causal-language-modelinggpt-neolanguage-modellarge-language-modellarge-language-modelsneural-collapsetinystories
  Language:Python 11

• NeuralCollapseApplications / UniCIL

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

  class-incremental-learningfew-shot-class-incremental-learningneural-collapselong-tail-class-incremental-learning
  Language:Python 10

• NeuralCollapseApplications / Semantic-Segmentation

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

  imbalanced-learningneural-collapsesemantic-segmentation
  7

• kvignesh1420 / gnn_collapse

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

  community-detectiongraph-neural-networksneural-collapseoptimizationstochastic-block-model
  Language:Python 6

• yulonghui / Uniformity-Gap

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

  neural-collapsepytorch
  Language:Python 4

• kvignesh1420 / shallow_nc1

  [NeurReps 2024] Kernel vs. Kernel: Exploring How the Data Structure Affects Neural Collapse

  adaptive-kernelskernel-methodsneural-collapseshallow-neural-network
  Language:Python 3

• julilien / MemorizationDilation

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

  deep-learningiclriclr2023label-smoothingmachine-learningneural-collapse
  Language:Python 1