Adversarial ML

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Adversarial ML posts

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Multi-Task adversarial Attack focusing on many tasks at a time
November 30, 2020
This month, as usual, we have prepared for you a selection of the most interesting research on the security of artificial intelligence.
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Attacking object detection models with dynamic patches
October 31, 2020
Despite the fact that deep neural networks have become an integral part of highly vulnerable activities, they are highly susceptible to adsarial attacks. We…
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Aiding medics and law enforcement
December 31, 2019
This is Adversa’s monthly digest of the studies in the field of Machine Learning and Artificial Intelligence. From December 2019 we choose to cover the…
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The Greater Good: using AI for public safety
November 30, 2019
This digest explores AI uses in airport security, tempering with protest headcounts, sensitive content flagging — systems that keep millions of people safe.
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New on the Menu: adversarial attacks in finance, energy and the physical world
October 31, 2019
Read about he most exciting developments in AI Security in October 2019: financial fraud, physical attacks on self-driving cars, and ways to fool person…
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Hack First, Fix Later: 4 Novel Attacks that Researchers Developed Before Adversaries
September 30, 2019
Here is Adversa's overview of the novel adversarial attacks created in September 2019: their mechanics, their strengths, and ways to fend them off.
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The Power He Knows Not: How Adversaries Avoid Voice and Face Recognition Systems
August 31, 2019
Adversa’s overview of the August 2019 research in AI Security covers adversarial attacks on speech recognition systems that cannot be heard and successful…
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Vital importance: adversarial examples for autonomous vehicles and medical imaging
July 31, 2019
Makes sense to turn to the power of AI when human lives are at stake, right? In July 2019 research overview we dive into the attacks on autonomous cars…
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Tricks of the trade: fooling identification models with perturbed audio, image and biometric input
June 30, 2019
New adversarial model with a whopping 97% success rate, Youtube’s copyright system and biases in AI - all in Adversa's June 2019 research round-up.
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Looks are everything: how algorithms use biometrics to protect and endanger us
May 31, 2019
We offer a brief overview of the May 2019 research papers that caught our interest. This time our focus is on biometric-based data, current opportunities…
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Hidden in Plain Sight: Attacks that Make Us Invisible
April 30, 2019
The most impressive (and terrifying) ways the researchers attacked ML models in April 2019: fooling visual classifiers and speech recognition systems