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Classroom Contents
Robust Pre-Training by Adversarial Contrastive Learning - CAP6412 Spring 2021
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- 1 Intro
- 2 Background
- 3 Motivation
- 4 Contrastive Learning
- 5 Recap
- 6 Unsupervised adversarial training
- 7 Standard Simclair
- 8 Methodology
- 9 Dual Stream
- 10 Dual Stream Algorithm
- 11 KL Divergence
- 12 Semisupervised training
- 13 Experimental results
- 14 Testing accuracy
- 15 Semisupervised adversarial training
- 16 Ablation study
- 17 Robustness dynamics
- 18 Conclusion
