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cs.CV2020
Data InStance Prior (DISP) in Generative Adversarial Networks
Puneet Mangla, Nupur Kumari, Mayank Singh +2
Recent advances in generative adversarial networks (GANs) have shown remarkable progress in generating high-quality images. However, this gain in performance depends on the availab…
cs.CV2020
On Saliency Maps and Adversarial Robustness
Puneet Mangla, Vedant Singh, Vineeth N Balasubramanian
A Very recent trend has emerged to couple the notion of interpretability and adversarial robustness, unlike earlier efforts which solely focused on good interpretations or robustne…
cs.LG2020
On the benefits of defining vicinal distributions in latent space
Puneet Mangla, Vedant Singh, Shreyas Jayant Havaldar +1
The vicinal risk minimization (VRM) principle is an empirical risk minimization (ERM) variant that replaces Dirac masses with vicinal functions. There is strong numerical and theor…