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cs.CV2020★ 72 cited
Robust Pre-Training by Adversarial Contrastive Learning
Ziyu Jiang, Tianlong Chen, Ting Chen +1
Recent work has shown that, when integrated with adversarial training, self-supervised pre-training can lead to state-of-the-art robustness In this work, we improve robustness-awar…
cs.CV2020
Why Do Better Loss Functions Lead to Less Transferable Features?
Simon Kornblith, Ting Chen, Honglak Lee +1
Previous work has proposed many new loss functions and regularizers that improve test accuracy on image classification tasks. However, it is not clear whether these loss functions…