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pro vyhledávání: '"Srivastava, Sanjari"'
Autor:
Srivastava, Sanjari, Mardziel, Piotr, Zhang, Zhikhun, Ahlawat, Archana, Datta, Anupam, Mitchell, John C
Fairness and privacy are two important values machine learning (ML) practitioners often seek to operationalize in models. Fairness aims to reduce model bias for social/demographic sub-groups. Privacy via differential privacy (DP) mechanisms, on the o
Externí odkaz:
http://arxiv.org/abs/2402.04489
Particularly in low-data regimes, an outstanding challenge in machine learning is developing principled techniques for augmenting our models with suitable priors. This is to encourage them to learn in ways that are compatible with our understanding o
Externí odkaz:
http://arxiv.org/abs/2210.12530