Continuous Optimization

Learning Bounds for Greedy Approximation with Explicit Feature Maps from Multiple Kernels NeurIPS 2018 Learning convex bounds for linear quadratic control policy synthesis NeurIPS 2018 Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity NeurIPS 2018 Learning Word Vectors with Linear Constraints: A Matrix Factorization Approach IJCAI 2018 Legendre Decomposition for Tensors NeurIPS 2018 Level-Set Methods for Finite-Sum Constrained Convex Optimization ICML 2018 Leveraging Well-Conditioned Bases: Streaming and Distributed Summaries in Minkowski p-Norms ICML 2018 Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives NeurIPS 2018 Local Convergence Properties of SAGA/Prox-SVRG and Acceleration ICML 2018 Local moment matching: A unified methodology for symmetric functional estimation and distribution estimation under Wasserstein distance COLT 2018 Loss Decomposition for Fast Learning in Large Output Spaces ICML 2018 Lower Bounds for Higher-Order Convex Optimization COLT 2018 Low-rank Interaction with Sparse Additive Effects Model for Large Data Frames NeurIPS 2018 Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering ICML 2018 LP Heuristics over Conjunctions: Compilation, Convergence, Nogood Learning IJCAI 2018 Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees ICML 2018 Metron: NFV Service Chains at the True Speed of the Underlying Hardware NSDI 2018 Minimax Bounds on Stochastic Batched Convex Optimization COLT 2018 Minimax Statistical Learning with Wasserstein distances NeurIPS 2018 Mixture Matrix Completion NeurIPS 2018 Multi-objective Maximization of Monotone Submodular Functions with Cardinality Constraint NeurIPS 2018 Multi-Objective Optimization Through Pareto Minimal Correction Subsets IJCAI 2018 Multi-scale Nystrom Method AISTATS 2018 Multi-Scale Weighted Nuclear Norm Image Restoration CVPR 2018 Nearly Optimal Robust Subspace Tracking ICML 2018