Continuous Optimization

Pairwise Conditional Gradients without Swap Steps and Sparser Kernel Herding ICML 2022 Parameter-free Mirror Descent COLT 2022 Parameter tuning and model selection in Optimal Transport with semi-dual Brenier formulation NeurIPS 2022 Partially Does It: Towards Scene-Level FG-SBIR With Partial Input CVPR 2022 Partial Wasserstein Covering AAAI 2022 PDE-Based Optimal Strategy for Unconstrained Online Learning ICML 2022 Personalized Online Federated Learning with Multiple Kernels NeurIPS 2022 Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks NeurIPS 2022 Placing Green Bridges Optimally, with Habitats Inducing Cycles IJCAI 2022 Polynomial time guarantees for the Burer-Monteiro method NeurIPS 2022 Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022 Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums AISTATS 2022 Project and Forget: Solving Large-Scale Metric Constrained Problems JMLR 2022 Projected Gradient Descent Algorithms for Solving Nonlinear Inverse Problems with Generative Priors IJCAI 2022 Projected Robust PCA with Application to Smooth Image Recovery JMLR 2022 Projection-free Distributed Online Learning with Sublinear Communication Complexity JMLR 2022 Provable Acceleration of Heavy Ball beyond Quadratics for a Class of Polyak-Lojasiewicz Functions when the Non-Convexity is Averaged-Out ICML 2022 Provable Tensor-Train Format Tensor Completion by Riemannian Optimization JMLR 2022 Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex Regularization ICML 2022 Proximal Optimal Transport Modeling of Population Dynamics AISTATS 2022 PROX-QP: Yet another Quadratic Programming Solver for Robotics and beyond RSS 2022 ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! ICML 2022 Pushing the Envelope of Gradient Boosting Forests via Globally-Optimized Oblique Trees CVPR 2022 Quadratic metric elicitation for fairness and beyond UAI 2022 Quantum Speedups of Optimizing Approximately Convex Functions with Applications to Logarithmic Regret Stochastic Convex Bandits NeurIPS 2022