Adversarial ML

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todaySeptember 30, 2021

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Adversarial ML admin

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 ...

todaySeptember 23, 2021

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Adversarial ML Jelena Sh

Best of Adversarial ML Week 37 – Perceptual adversarial patches for crowd counting

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security  DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning Federated learning (FL) has recently gained particular attention as a machine learning technique due to its ability to effectively protect ...

todaySeptember 16, 2021

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Best of Adversarial ML Week 36 – A novel adversarial-inspired data encryption method and others

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Dodging Attack Using Carefully Crafted Natural Makeup One of the areas of application of deep learning face recognition models is surveillance systems in public places, which require face identification. Physical ...

todaySeptember 2, 2021

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Best of Adversarial ML Week 34 – Attacking aerial imagery object detector

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Physical Adversarial Attacks on an Aerial Imagery Object Detector Deep neural networks (DNNs) provide significant assistance in processing of aerial imagery taken with the help of earth-observing satellite platforms. However, since ...

todayAugust 19, 2021

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Best of Adversarial ML Week 32 – Mitigating robust and universal Adversarial Patch Attack

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Turning Your Strength against You: Detecting and Mitigating Robust and Universal Adversarial Patch Attack Adversarial patch attack against image classification deep neural networks (DNNs) as within such attacks a malefactor ...