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Privacy, Verification, Robustness: A Cryptographer's perspective on ML

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Privacy, Verification, Robustness: A Cryptographer's perspective on ML
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Duration: 1:04:18 | Added: 11 Mar 2025
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Privacy, Verification, Robustness: A Cryptographer's perspective on ML
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Duration: 1:04:18 | Added: 11 Mar 2025
Strachey Lecture: Privacy, Verification, Robustness: A Cryptographer's perspective on ML

Cryptographic tools enable the safe use of technology platforms controlled by worst case computationally bounded adversaries.In this talk I will show how cryptographic paradigms and tools can be used to address trust issues in various phases of the machine learning pipeline. We will touch on approaches for achieving privacy, correctness, and robustness in presence of adversaries.

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