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Understanding Augmentation-based Self-Supervised Representation Learning
  via RKHS Approximation and Regression
v1v2v3 (latest)

Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression

1 June 2023
Runtian Zhai
Bing Liu
Andrej Risteski
Zico Kolter
Pradeep Ravikumar
    SSL
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Papers citing "Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression"

3 / 3 papers shown
Title
Contextures: Representations from Contexts
Contextures: Representations from Contexts
Runtian Zhai
Kai Yang
Che-Ping Tsai
Burak Varici
Zico Kolter
Pradeep Ravikumar
451
0
0
02 May 2025
Provable Benefits of Unsupervised Pre-training and Transfer Learning via Single-Index Models
Taj Jones-McCormick
Aukosh Jagannath
S. Sen
131
0
0
24 Feb 2025
InfoNCE: Identifying the Gap Between Theory and Practice
InfoNCE: Identifying the Gap Between Theory and Practice
E. Rusak
Patrik Reizinger
Attila Juhos
Oliver Bringmann
Roland S. Zimmermann
Wieland Brendel
149
11
0
28 Jun 2024
1