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dimensional collapse
dimensional collapse
7 papers
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Co-occurring keywords
self-supervised learning
(3777)
representation learning
(6206)
contrastive learning
(4032)
orthogonality regularization
(9)
graph contrastive learning
(112)
feature decorrelation
(18)
infonce loss
(12)
prediction head
(3)
data-efficient reinforcement learning
(5)
orthogonal regularization
(14)
Papers
HEX: Hierarchical Emergence Exploitation in Self-Supervised Algorithms
WACV 2025
Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization
NIPS 2024
Graph Contrastive Learning with Group Whitening
ACML 2023
BarlowRL: Barlow Twins for Data-Efficient Reinforcement Learning
ACML 2023
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning
NIPS 2022
How Mask Matters: Towards Theoretical Understandings of Masked Autoencoders
NIPS 2022
On Feature Decorrelation in Self-Supervised Learning
ICCV 2021
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