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06/13/2022
INDIGO: Intrinsic Multimodality for Domain Generalization
For models to generalize under unseen domains (a.k.a domain generalizati...
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07/15/2021
Context-Conditional Adaptation for Recognizing Unseen Classes in Unseen Domains
Recent progress towards designing models that can generalize to unseen d...
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12/08/2020
Data Instance Prior for Transfer Learning in GANs
Recent advances in generative adversarial networks (GANs) have shown rem...
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06/14/2020
On Saliency Maps and Adversarial Robustness
A Very recent trend has emerged to couple the notion of interpretability...
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03/14/2020
VarMixup: Exploiting the Latent Space for Robust Training and Inference
The vulnerability of Deep Neural Networks (DNNs) to adversarial attacks ...
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11/29/2019
On the Benefits of Attributional Robustness
Interpretability is an emerging area of research in trustworthy machine ...
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08/02/2019
AdvGAN++ : Harnessing latent layers for adversary generation
Adversarial examples are fabricated examples, indistinguishable from the...
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07/28/2019