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Amogh Gupta

2 accepted papers

2021

Generative Interventions for Causal Learning

CVPR 2021poster

We introduce a framework for learning robust visual representations that generalize to new viewpoints, backgrounds, and scene contexts. Discriminative models often learn naturally occurring spurious correlations, which cause them to fail on images outside of the training distribution. In this paper,…

Cited by 67PDFcodeScholar
2020

Multitask Learning Strengthens Adversarial Robustness

ECCV 2020poster

Although deep networks achieve strong accuracy on a range of computer vision benchmarks, they remain vulnerable to adversarial attacks, where imperceptible input perturbations fool the network. We present both theoretical and empirical analyses that connect the adversarial robustness of a model to t…