Continuous Optimization

Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization NeurIPS 2023 Octree Guided Unoriented Surface Reconstruction CVPR 2023 OKRidge: Scalable Optimal k-Sparse Ridge Regression NeurIPS 2023 Omnipredictors for Constrained Optimization ICML 2023 On Approximating Total Variation Distance IJCAI 2023 On Coresets for Clustering in Small Dimensional Euclidean spaces ICML 2023 Online estimation of similarity matrices with incomplete data UAI 2023 Online Inventory Problems: Beyond the i.i.d. Setting with Online Convex Optimization NeurIPS 2023 Online Learning Guided Curvature Approximation: A Quasi-Newton Method with Global Non-Asymptotic Superlinear Convergence COLT 2023 Online Optimization over Riemannian Manifolds JMLR 2023 Online Self-Concordant and Relatively Smooth Minimization, With Applications to Online Portfolio Selection and Learning Quantum States ALT 2023 On Solution Functions of Optimization: Universal Approximation and Covering Number Bounds AAAI 2023 On the complexity of finding stationary points of smooth functions in one dimension ALT 2023 On the Convergence of IRLS and Its Variants in Outlier-Robust Estimation CVPR 2023 On the Lower Bound of Minimizing Polyak-Łojasiewicz functions COLT 2023 On Unbalanced Optimal Transport: Gradient Methods, Sparsity and Approximation Error JMLR 2023 On User-Level Private Convex Optimization ICML 2023 Open Problem: Polynomial linearly-convergent method for g-convex optimization? COLT 2023 Operation-Level Early Stopping for Robustifying Differentiable NAS NeurIPS 2023 Operator learning with PCA-Net: upper and lower complexity bounds JMLR 2023 Optimal Decision Diagrams for Classification AAAI 2023 Optimal Extragradient-Based Algorithms for Stochastic Variational Inequalities with Separable Structure NeurIPS 2023 Optimal Pricing Schemes for Identical Items with Time-Sensitive Buyers AAAI 2023 Optimal Sample Complexity Bounds for Non-convex Optimization under Kurdyka-Lojasiewicz Condition AISTATS 2023 Optimal Shrinkage for Distributed Second-Order Optimization ICML 2023