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todayOctober 21, 2021

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Best of Adversarial ML Week 41 – Adversarial attack across datasets and others

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Black-box Adversarial Attacks on Network-wide Multi-step Traffic State Prediction Models Intelligent Transportation Systems applications are often dependent on predicting traffic conditions. Recently, research on this issue has focused on multi-stage ...

todayOctober 14, 2021

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Best of Adversarial ML Week 40 – Adversarial attacks on black box video classifiers

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Attack as the Best Defense: Nullifying Image-to-image Translation GANs via Limit-aware Adversarial Attack Probably many have already heard about the unethical applications DeepFake and DeepNude. They came about by creating ...

todayOctober 7, 2021

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Best of Adversarial ML Week 39 – Adversarial semantic contour for object detection

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security You Cannot Easily Catch Me: A Low-Detectable Adversarial Patch for Object Detectors Machine learning models can easily be confused with blind spots or common deceits. Digital “stickers,” also called adversarial ...

todaySeptember 30, 2021

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Best of Adversarial ML Week 38 – Fault fooling backdoor attack on neural network training and others

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security MUTEN: Boosting Gradient-Based Adversarial Attacks via Mutant-Based Ensembles Deep neural networks are deeply vulnerable to adversarial examples, and this has led to a huge amount of research to strengthen models ...