agnostic learning

Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching COLT 2013 More data speeds up training time in learning halfspaces over sparse vectors NeurIPS 2013 Distributed Learning, Communication Complexity and Privacy COLT 2012 Robust Interactive Learning COLT 2012 Agnostic KWIK learning and efficient approximate reinforcement learning COLT 2011 Agnostic Selective Classification NeurIPS 2011 Agnostic Active Learning Without Constraints NeurIPS 2010 Impossibility Theorems for Domain Adaptation AISTATS 2010 On The Power of Membership Queries in Agnostic Learning JMLR 2009 Potential-Based Agnostic Boosting NeurIPS 2009 Sufficient Conditions for Agnostic Active Learnable NeurIPS 2009 A general agnostic active learning algorithm NeurIPS 2007 Optimally-Smooth Adaptive Boosting and Application to Agnostic Learning JMLR 2003