agnostic learning

6 papers

• Computable universal online learning
• On Agnostic PAC Learning in the Small Error Regime
• Robust Regression of General ReLUs with Queries
• Robust learning of halfspaces under log-concave marginals
• Smoothed Agnostic Learning of Halfspaces over the Hypercube
• The Power of Iterative Filtering for Supervised Learning with (Heavy) Contamination