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Published at November 10Understanding the Role of Equivariance in Self-supervised Learning
cs.LG
cs.AI
cs.CV
cs.IT
math.IT
stat.ML
Released Date: November 10, 2024
Authors: Yifei Wang1, Kaiwen Hu2, Sharut Gupta1, Ziyu Ye3, Yisen Wang2, Stefanie Jegelka4
Aff.: 1MIT; 2Peking University; 3The University of Chicago; 4TUM and MIT

| Augmentation | Train Rot ACC | Test Cls ACC |
|---|---|---|
| None | 99.98 | 56.92 |
| Crop+flip | 97.71 | 57.32 |
| SimCLR [13] | 83.26 | 59.06 |