Continuous Optimization

Parameter Inference with Bifurcation Diagrams NeurIPS 2021 Pareto Optimization for Subset Selection with Dynamic Partition Matroid Constraints AAAI 2021 ParK: Sound and Efficient Kernel Ridge Regression by Feature Space Partitions NeurIPS 2021 PatchmatchNet: Learned Multi-View Patchmatch Stereo CVPR 2021 PenDer: Incorporating Shape Constraints via Penalized Derivatives AAAI 2021 Perturbation-based Regret Analysis of Predictive Control in Linear Time Varying Systems NeurIPS 2021 Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021 Piper: Multidimensional Planner for DNN Parallelization NeurIPS 2021 PluckerNet: Learn To Register 3D Line Reconstructions CVPR 2021 POT: Python Optimal Transport JMLR 2021 Practical Large-Scale Linear Programming using Primal-Dual Hybrid Gradient NeurIPS 2021 Preconditioned Gradient Descent for Over-Parameterized Nonconvex Matrix Factorization NeurIPS 2021 Principal Component Hierarchy for Sparse Quadratic Programs ICML 2021 Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates ICML 2021 Projection-Free Bandit Optimization with Privacy Guarantees AAAI 2021 Projection-free Online Learning in Dynamic Environments AAAI 2021 Projection-free Online Learning over Strongly Convex Sets AAAI 2021 Projection-Free Optimization on Uniformly Convex Sets AISTATS 2021 Projection Robust Wasserstein Barycenters ICML 2021 Projection techniques to update the truncated SVD of evolving matrices with applications ICML 2021 Proximal and Sparse Resolution of Constrained Dynamic Equations RSS 2021 Proximal Gradient Descent-Ascent: Variable Convergence under KŁ Geometry ICLR 2021 Rank-one matrix estimation: analytic time evolution of gradient descent dynamics COLT 2021 Rank-One Prior: Toward Real-Time Scene Recovery CVPR 2021 Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery NeurIPS 2021