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Data Instance Prior for Transfer Learning in GANs


Dec 08, 2020
Puneet Mangla, Nupur Kumari, Mayank Singh, Vineeth N Balasubramanian, Balaji Krishnamurthy


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On Saliency Maps and Adversarial Robustness


Jul 13, 2020
Puneet Mangla, Vedant Singh, Vineeth N Balasubramanian

* Accepted at ECML-PKDD 2020, Acknowledgements added 

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VarMixup: Exploiting the Latent Space for Robust Training and Inference


Mar 14, 2020
Puneet Mangla, Vedant Singh, Shreyas Jayant Havaldar, Vineeth N Balasubramanian

* 21 pages, 7 figures, 5 Tables 

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On the Benefits of Attributional Robustness


Dec 10, 2019
Mayank Singh, Nupur Kumari, Puneet Mangla, Abhishek Sinha, Vineeth N Balasubramanian, Balaji Krishnamurthy


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Charting the Right Manifold: Manifold Mixup for Few-shot Learning


Aug 07, 2019
Puneet Mangla, Mayank Singh, Abhishek Sinha, Nupur Kumari, Vineeth N Balasubramanian, Balaji Krishnamurthy


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AdvGAN++ : Harnessing latent layers for adversary generation


Aug 02, 2019
Puneet Mangla, Surgan Jandial, Sakshi Varshney, Vineeth N Balasubramanian

* 4 pages [Short paper] 

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