INRIA-MAGNET

Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm
This paper presents a new generalization error analysis for Decentralized Stochastic Gradient Descent (D-SGD) based on algorithmic …
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On the Impact of Output Perturbation on Fairness in Binary Linear Classification
We theoretically study how differential privacy interacts with both individual and group fairness in binary linear classification. More …
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