Continuous Optimization

Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation ICML 2022 Scale-invariant Learning by Physics Inversion NeurIPS 2022 Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion AISTATS 2022 Score-Guided Intermediate Level Optimization: Fast Langevin Mixing for Inverse Problems ICML 2022 Second-Order Sensitivity Analysis for Bilevel Optimization AISTATS 2022 Shape And Structure Preserving Differential Privacy NeurIPS 2022 Sharp Analysis of Random Fourier Features in Classification AAAI 2022 Sharp Analysis of Stochastic Optimization under Global Kurdyka-Lojasiewicz Inequality NeurIPS 2022 Sharpened Quasi-Newton Methods: Faster Superlinear Rate and Larger Local Convergence Neighborhood ICML 2022 Sharper Rates for Separable Minimax and Finite Sum Optimization via Primal-Dual Extragradient Methods COLT 2022 Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements AAAI 2022 Signal Recovery with Non-Expansive Generative Network Priors NeurIPS 2022 Single Loop Gaussian Homotopy Method for Non-convex Optimization NeurIPS 2022 Sketching Algorithms and Lower Bounds for Ridge Regression ICML 2022 Sliding-Seeking Control: Model-Free Optimization with Safety Constraints L4DC 2022 Smooth Robust Tensor Completion for Background/Foreground Separation with Missing Pixels: Novel Algorithm with Convergence Guarantee JMLR 2022 SnAKe: Bayesian Optimization with Pathwise Exploration NeurIPS 2022 Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022 Solving L1-regularized SVMs and Related Linear Programs: Revisiting the Effectiveness of Column and Constraint Generation JMLR 2022 Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality JMLR 2022 Solving Stackelberg Prediction Game with Least Squares Loss via Spherically Constrained Least Squares Reformulation ICML 2022 Span-Based Semantic Role Labeling with Argument Pruning and Second-Order Inference AAAI 2022 Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs AAAI 2022 Steering vector correction in MVDR beamformer for speech enhancement Interspeech 2022 Stochastic Continuous Submodular Maximization: Boosting via Non-oblivious Function ICML 2022