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05/22/2023
Relabel Minimal Training Subset to Flip a Prediction
Yang et al. (2023) discovered that removing a mere 1 often lead to the f...
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02/04/2023
Certified Robust Control under Adversarial Perturbations
Autonomous systems increasingly rely on machine learning techniques to t...
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02/04/2023
How Many and Which Training Points Would Need to be Removed to Flip this Prediction?
We consider the problem of identifying a minimal subset of training data...
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10/21/2021
PROVES: Establishing Image Provenance using Semantic Signatures
Modern AI tools, such as generative adversarial networks, have transform...
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10/17/2020
Finding Physical Adversarial Examples for Autonomous Driving with Fast and Differentiable Image Compositing
There is considerable evidence that deep neural networks are vulnerable ...
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12/04/2019