Adversarial ML

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Adversarial ML posts

- Adversarial ML
Best of Adversarial ML Week 42 - Multi-concept adversarial attacks and others
October 28, 2021
Machine learning techniques are commonly used in many applications and are known to be highly vulnerable to adversarial attacks. Test time attacks are…
- Adversarial ML
Best of Adversarial ML Week 41 - Adversarial attack across datasets and others
October 21, 2021
Intelligent Transportation Systems applications are often dependent on predicting traffic conditions. Recently, research on this issue has focused on…
- Adversarial ML
Best of Adversarial ML Week 40 - Adversarial attacks on black box video classifiers
October 14, 2021
Probably many have already heard about the unethical applications DeepFake and DeepNude. They came about by creating high quality image-to-image conversion…
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Best of Adversarial ML Week 39 - Adversarial semantic contour for object detection
October 7, 2021
Machine learning models can easily be confused with blind spots or common deceits. Digital “stickers,” also called adversarial patches, can interfere with…
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Best of Adversarial ML Week 38 - Fault fooling backdoor attack on neural network training and others
September 30, 2021
Deep neural networks are deeply vulnerable to adversarial examples, and this has led to a huge amount of research to strengthen models and increase their…
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Best of Adversarial ML Week 37 - Perceptual adversarial patches for crowd counting
September 23, 2021
Federated learning (FL) has recently gained particular attention as a machine learning technique due to its ability to effectively protect customer…
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Best of Adversarial ML Week 36 - A novel adversarial-inspired data encryption method and others
September 16, 2021
One of the areas of application of deep learning face recognition models is surveillance systems in public places, which require face identification…
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Best of Adversarial ML Week 35 - Pupil shapes reveal GAN-generated faces
September 10, 2021
Generative Network of Opponents (GAN) are highly developed and are often used to create highly realistic photographs that can be used, for example, to…
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Best of Adversarial ML Week 34 - Attacking aerial imagery object detector
September 2, 2021
Deep neural networks (DNNs) provide significant assistance in processing of aerial imagery taken with the help of earth-observing satellite platforms…
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Best of Adversarial ML Week 33 - Adversarial Attack to DNNs by dropping information
August 26, 2021
While the human eye can recognize objects without high detail, for example, in cartoons, for DNNs this task is still a problem.
- Adversarial ML
Best of Adversarial ML Week 32 - Mitigating robust and universal Adversarial Patch Attack
August 19, 2021
Adversarial patch attack against image classification deep neural networks (DNNs) as within such attacks a malefactor can put arbitrary distortions within a…
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Best of Adversarial ML Week 31 – Robust and invisible backdoor attack
August 12, 2021
The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security

More research

AIRQ: The First Independent AI Agent Security Rating and Open Source Risk Scoring Framework Ranks 100+ AI Agents

AIRQ: The First Independent AI Agent Security Rating and Open Source Risk Scoring Framework Ranks 100+ AI Agents

AIRQ: The First Independent AI Agent Security Rating and Open Source Risk Scoring Framework Ranks 100+ AI Agents

Adversarial ML

Adversarial ML posts

Best of Adversarial ML Week 42 - Multi-concept adversarial attacks and others

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

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

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

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

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

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

Best of Adversarial ML Week 35 - Pupil shapes reveal GAN-generated faces

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

Best of Adversarial ML Week 33 - Adversarial Attack to DNNs by dropping information

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

Best of Adversarial ML Week 31 – Robust and invisible backdoor attack