conftrace_

empirical risk minimizer

10 papers

Explore in graph

Also known as

ERM

Co-occurring keywords

empirical risk minimization (352) rademacher complexity (109) uniform convergence (64) sample complexity (1169) differential privacy (1016) lipschitz loss (6) margin analysis (6) offset rademacher complexity (3) extreme value theory (25) vc class (10)

Papers

The sample complexity of ERMs in stochastic convex optimization AISTATS 2024
Privately Publishable Per-instance Privacy NIPS 2021
Learning the Valuations of a $k$-demand Agent ICML 2020
Robust high dimensional learning for Lipschitz and convex losses JMLR 2020
Does Data Augmentation Lead to Positive Margin? ICML 2019
Learners that Use Little Information ALT 2018
Classification from Pairwise Similarity and Unlabeled Data ICML 2018
On Binary Classification in Extreme Regions NIPS 2018
Learning with Square Loss: Localization through Offset Rademacher Complexity COLT 2015
Online and Stochastic Gradient Methods for Non-decomposable Loss Functions NIPS 2014