Continuous Optimization

Stochastic DCA with Variance Reduction and Applications in Machine Learning JMLR 2022 Sublinear Time Approximation of Text Similarity Matrices AAAI 2022 Subquadratic Kronecker Regression with Applications to Tensor Decomposition NeurIPS 2022 Super-Acceleration with Cyclical Step-sizes AISTATS 2022 Support Recovery in Sparse PCA with Incomplete Data NeurIPS 2022 Symmetry Teleportation for Accelerated Optimization NeurIPS 2022 Tensor Wheel Decomposition and Its Tensor Completion Application NeurIPS 2022 TFPnP: Tuning-free Plug-and-Play Proximal Algorithms with Applications to Inverse Imaging Problems JMLR 2022 The Burer-Monteiro SDP method can fail even above the Barvinok-Pataki bound NeurIPS 2022 The Curse of Unrolling: Rate of Differentiating Through Optimization NeurIPS 2022 The Fast Kernel Transform AISTATS 2022 The First Optimal Acceleration of High-Order Methods in Smooth Convex Optimization NeurIPS 2022 The First Optimal Algorithm for Smooth and Strongly-Convex-Strongly-Concave Minimax Optimization NeurIPS 2022 The Flag Median and FlagIRLS CVPR 2022 The Hessian Screening Rule NeurIPS 2022 Theory and Approximate Solvers for Branched Optimal Transport with Multiple Sources NeurIPS 2022 The power of first-order smooth optimization for black-box non-smooth problems ICML 2022 Thinking Outside the Ball: Optimal Learning with Gradient Descent for Generalized Linear Stochastic Convex Optimization NeurIPS 2022 Tight Analysis of Extra-gradient and Optimistic Gradient Methods For Nonconvex Minimax Problems NeurIPS 2022 Tight Neural Network Verification via Semidefinite Relaxations and Linear Reformulations AAAI 2022 TO-FLOW: Efficient Continuous Normalizing Flows With Temporal Optimization Adjoint With Moving Speed CVPR 2022 Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning ACL 2022 Towards An Efficient Approach for the Nonconvex lp Ball Projection: Algorithm and Analysis JMLR 2022 Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022 TRF: Learning Kernels with Tuned Random Features AAAI 2022