Trustworthy AI: Poisoning Attacks on AI

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Published May 21, 2021

Battista Biggio (University of Cagliari) presents his research on Poisoning Attacks on AI as part of the Trustworthy AI series.

WHAT IS TRUSTWORTHY AI SERIES?

Artificial Intelligence (AI) systems have steadily grown in complexity, gaining predictivity often at the expense of interpretability, robustness and trustworthiness. Deep neural networks are a prime example of this development. While reaching “superhuman” performances in various complex tasks, these models are susceptible to errors when confronted with tiny (adversarial) variations of the input – variations which are either not noticeable or can be handled reliably by humans. This expert talk series will discuss these challenges of current AI technology and will present new research aiming at overcoming these limitations and developing AI systems which can be certified to be trustworthy and robust.

The Trustworthy AI series is moderated by Wojciech Samek, Head of AI Department at Fraunhofer HHI, one of the top 20 AI labs in the world:
https://www.analyticsinsight.net/top-20-artificial-intelligence-research-labs-in-the-world-in-2021/

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