2020 Frontiers of AI:ML - Aleksander Madry

Conference Video|Duration: 39:07
July 16, 2020
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  • Video details
    Our current machine learning models achieve impressive performance on many benchmark tasks. Yet, these models remain remarkably brittle and susceptible to manipulation.

    Why is this the case?

    In this talk, we take a closer look at this question, and pinpoint some of the roots of this observed brittleness. Specifically, we discuss how the way current ML models “learn” and are evaluated gives rise to widespread vulnerabilities, and then outline possible approaches to alleviate these deficiencies.

Locked Interactive transcript
Please login to view this video.
  • Video details
    Our current machine learning models achieve impressive performance on many benchmark tasks. Yet, these models remain remarkably brittle and susceptible to manipulation.

    Why is this the case?

    In this talk, we take a closer look at this question, and pinpoint some of the roots of this observed brittleness. Specifically, we discuss how the way current ML models “learn” and are evaluated gives rise to widespread vulnerabilities, and then outline possible approaches to alleviate these deficiencies.

Locked Interactive transcript