Continuous Optimization

Optimization for Amortized Inverse Problems ICML 2023 Oracle Complexity of Single-Loop Switching Subgradient Methods for Non-Smooth Weakly Convex Functional Constrained Optimization NeurIPS 2023 Orthogonal Directions Constrained Gradient Method: from non-linear equality constraints to Stiefel manifold COLT 2023 Outlier-Robust Gromov-Wasserstein for Graph Data NeurIPS 2023 Outlier-Robust Wasserstein DRO NeurIPS 2023 Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points ICML 2023 Parameterized Cost Volume for Stereo Matching ICCV 2023 Particle algorithms for maximum likelihood training of latent variable models AISTATS 2023 Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources NeurIPS 2023 PermutoSDF: Fast Multi-View Reconstruction With Implicit Surfaces Using Permutohedral Lattices CVPR 2023 PETAL: Physics Emulation Through Averaged Linearizations for Solving Inverse Problems NeurIPS 2023 {PF}$^2$ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization AISTATS 2023 Plateau-Reduced Differentiable Path Tracing CVPR 2023 Polynomial Preconditioning for Gradient Methods ICML 2023 Pose Synchronization Under Multiple Pair-Wise Relative Poses CVPR 2023 Power Bundle Adjustment for Large-Scale 3D Reconstruction CVPR 2023 Practical Markov Boundary Learning without Strong Assumptions AAAI 2023 Preconditioned Gradient Descent for Overparameterized Nonconvex Burer--Monteiro Factorization with Global Optimality Certification JMLR 2023 Preconditioning Matters: Fast Global Convergence of Non-convex Matrix Factorization via Scaled Gradient Descent NeurIPS 2023 Predictive safety filter using system level synthesis L4DC 2023 Predict+Optimize for Packing and Covering LPs with Unknown Parameters in Constraints AAAI 2023 Predict-then-Calibrate: A New Perspective of Robust Contextual LP NeurIPS 2023 Primal and Dual Analysis of Entropic Fictitious Play for Finite-sum Problems ICML 2023 Principled Acceleration of Iterative Numerical Methods Using Machine Learning ICML 2023 Progressively Optimized Local Radiance Fields for Robust View Synthesis CVPR 2023