convex optimization

Graphical Nonconvex Optimization via an Adaptive Convex Relaxation ICML 2018 Katyusha: The First Direct Acceleration of Stochastic Gradient Methods JMLR 2018 Learning convex bounds for linear quadratic control policy synthesis NeurIPS 2018 Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity NeurIPS 2018 Level-Set Methods for Finite-Sum Constrained Convex Optimization ICML 2018 Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives NeurIPS 2018 Lower Bounds for Higher-Order Convex Optimization COLT 2018 Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees ICML 2018 Methods for off-line/on-line optimization under uncertainty IJCAI 2018 Minimax Bounds on Stochastic Batched Convex Optimization COLT 2018 Minimizing Adaptive Regret with One Gradient per Iteration IJCAI 2018 MixLasso: Generalized Mixed Regression via Convex Atomic-Norm Regularization NeurIPS 2018 Nonasymptotic convergence of stochastic proximal point methods for constrained convex optimization JMLR 2018 Non-Ergodic Alternating Proximal Augmented Lagrangian Algorithms with Optimal Rates NeurIPS 2018 Nonparametric Sharpe Ratio Function Estimation in Heteroscedastic Regression Models via Convex Optimization AISTATS 2018 Online Adaptive Methods, Universality and Acceleration NeurIPS 2018 Online Continuous-Time Tensor Factorization Based on Pairwise Interactive Point Processes IJCAI 2018 Online Improper Learning with an Approximation Oracle NeurIPS 2018 Online Learning of Quantum States NeurIPS 2018 On Matching Pursuit and Coordinate Descent ICML 2018 On the Convergence of Adam and Beyond ICLR 2018 Orthogonality-Promoting Distance Metric Learning: Convex Relaxation and Theoretical Analysis ICML 2018 PAC-Bayes Control: Synthesizing Controllers that Provably Generalize to Novel Environments CoRL 2018 Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope ICML 2018 Provable Estimation of the Number of Blocks in Block Models AISTATS 2018