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11

270

mit

25

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

grokking emergence awesome-list double-descent neural-collapse phase-transitions empirical-research deep-learning-theory neural-tangent-kernel non-convex-optimization neuroscience-inspired-ai lottery-ticket-hypothesis information-bottleneck-theory

Created 2020-06-23

381 commits to master branch, last one 18 days ago

FSCIL NeuralCollapseApplications

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81

unknown

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

neural-collapse few-shot-learning class-incremental-learning

Created 2023-02-02

4 commits to main branch, last one about a year ago

ImbalancedLearning NeuralCollapseApplications

5

42

unknown

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[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?".

neural-collapse machine-learning imbalanced-learning

Created 2022-10-08

5 commits to main branch, last one 2 years ago