Robuta

https://deepai.org/publication/sgd-with-variance-reduction-beyond-empirical-risk-minimization SGD with Variance Reduction beyond Empirical Risk Minimization | DeepAI Oct 16, 2015 - 10/16/15 - We introduce a doubly stochastic proximal gradient algorithm for optimizing a finite average of smooth convex functions, whose gra... empirical risk minimizationvariance reductionsgdbeyonddeepai https://oecd.ai/en/catalogue/metric-use-cases/empirical-risk-minimization-under-fairness-constraints Empirical Risk Minimization under Fairness Constraints - OECD.AI We address the problem of algorithmic fairness: ensuring that sensitive variables do not unfairly influence the outcome of a classifier. We present an... empirical risk minimizationfairnessconstraintsoecd https://openreview.net/forum?id=K5YasWXZT3O Tilted Empirical Risk Minimization | OpenReview Empirical risk minimization (ERM) is typically designed to perform well on the average loss, which can result in estimators that are sensitive to outliers,... empirical risk minimizationtiltedopenreview https://arxiv.org/abs/1710.07425 [1710.07425] Differentially Private Empirical Risk Minimization with Input Perturbation Abstract page for arXiv paper 1710.07425: Differentially Private Empirical Risk Minimization with Input Perturbation empirical risk minimization171007425privateinput https://deepai.org/publication/fast-rates-for-empirical-risk-minimization-with-cadlag-losses-with-bounded-sectional-variation-norm Fast rates for empirical risk minimization with cadlag losses with bounded sectional variation norm... Jul 22, 2019 - 07/22/19 - Empirical risk minimization over sieves of the class F of cadlag functions with bounded variation norm has a long history, startin... empirical risk minimization https://www.amazon.science/publications/general-fair-empirical-risk-minimization General fair empirical risk minimization - Amazon Science We tackle the problem of algorithmic fairness, where the goal is to avoid the unfairly influence of sensitive information,in the general context of regression... empirical risk minimizationgeneralfairamazonscience https://openreview.net/forum?id=7EFdodSWee4 Differentially Private Empirical Risk Minimization under the Fairness Lens | OpenReview This paper sheds light on the causes of the disparate impacts arising in the problem of differentially private empirical risk minimization empirical risk minimizationunder theprivatefairnesslens https://arxiv.org/abs/2510.13450v1 [2510.13450v1] $L_2$-Regularized Empirical Risk Minimization Guarantees Small Smooth Calibration... Abstract page for arXiv paper 2510.13450v1: $L_2$-Regularized Empirical Risk Minimization Guarantees Small Smooth Calibration Error empirical risk minimization