stochastic convex optimization

Dealing with Range Anxiety in Mean Estimation via Statistical Queries ALT 2017 Empirical Risk Minimization for Stochastic Convex Optimization: $O(1/n)$- and $O(1/n^2)$-type of Risk Bounds COLT 2017 Stochastic Convex Optimization: Faster Local Growth Implies Faster Global Convergence ICML 2017 Generalization of ERM in Stochastic Convex Optimization: The Dimension Strikes Back NeurIPS 2016 Local Minimax Complexity of Stochastic Convex Optimization NeurIPS 2016 Asynchronous stochastic convex optimization: the noise is in the noise and SGD don't care NeurIPS 2015 Linear Programming for Large-Scale Markov Decision Problems ICML 2014 On the Complexity of Bandit and Derivative-Free Stochastic Convex Optimization COLT 2013 Optimal rates for stochastic convex optimization under Tsybakov noise condition ICML 2013 Better Mini-Batch Algorithms via Accelerated Gradient Methods NeurIPS 2011 Stochastic convex optimization with bandit feedback NeurIPS 2011 Smoothness, Low Noise and Fast Rates NeurIPS 2010 Fast Rates for Regularized Objectives NeurIPS 2008