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10/02/2019
Generating Semantic Adversarial Examples with Differentiable Rendering
Machine learning (ML) algorithms, especially deep neural networks, have ...
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09/07/2019
On Need for Topology Awareness of Generative Models
Manifold assumption in learning states that: the data lie approximately ...
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09/07/2019
On Need for Topology-Aware Generative Models for Manifold-Based Defenses
ML algorithms or models, especially deep neural networks (DNNs), have sh...
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11/21/2017
The Manifold Assumption and Defenses Against Adversarial Perturbations
In the adversarial-perturbation problem of neural networks, an adversary...
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11/21/2017