Anvith Thudi

On the Necessity of Auditable Algorithmic Definitions for Machine Unlearning pdf

Nicolas Papernot, Hengrui Jia, Ilia Shumailov, 2021, ArXiv.

Proof-of-Learning: Definitions and Practice

Nicolas Papernot, Varun Chandrasekaran, Mohammad Yaghini, 2021, 2021 IEEE Symposium on Security and Privacy (SP).

Unrolling SGD: Understanding Factors Influencing Machine Unlearning pdf

Nicolas Papernot, Varun Chandrasekaran, Gabriel Deza, 2021, ArXiv.

SoK: Machine Learning Governance pdf

Nicolas Papernot, Varun Chandrasekaran, Mohammad Yaghini, 2021, ArXiv.