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Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression.
Runtian Zhai
Bingbin Liu
Andrej Risteski
J. Zico Kolter
Pradeep Kumar Ravikumar
Published in:
ICLR (2024)
Keyphrases
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learning algorithm
reinforcement learning
pairwise
learning process
active learning
unsupervised learning
learning tasks
high dimensional
prior knowledge
distance measure
image representation
kernel methods
learning problems
inductive inference
visual representation
multiple representations