Continuous Optimization

Nesting Particle Filters for Experimental Design in Dynamical Systems ICML 2024 Newton Losses: Using Curvature Information for Learning with Differentiable Algorithms NeurIPS 2024 No Dimensional Sampling Coresets for Classification ICML 2024 No Double Descent in Principal Component Regression: A High-Dimensional Analysis ICML 2024 Noisy Dual Mirror Descent: A Near Optimal Algorithm for Jointly-DP Convex Resource Allocation NeurIPS 2024 Non-asymptotic Global Convergence Analysis of BFGS with the Armijo-Wolfe Line Search NeurIPS 2024 Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method AISTATS 2024 Nonconvex Multiview Subspace Clustering Framework with Efficient Method Designs and Theoretical Analysis IJCAI 2024 Non-geodesically-convex optimization in the Wasserstein space NeurIPS 2024 Nonlinear Filtering with Brenier Optimal Transport Maps ICML 2024 Nonsmooth Implicit Differentiation: Deterministic and Stochastic Convergence Rates ICML 2024 Novel Spectral Algorithms for the Partial Credit Model ICML 2024 Numerically Stable Sparse Gaussian Processes via Minimum Separation using Cover Trees JMLR 2024 Offline Multi-Objective Optimization ICML 2024 Omnipredictors for regression and the approximate rank of convex functions COLT 2024 OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees CVPR 2024 On a Neural Implementation of Brenier’s Polar Factorization ICML 2024 On Efficient and Scalable Computation of the Nonparametric Maximum Likelihood Estimator in Mixture Models JMLR 2024 One-Shot Strategic Classification Under Unknown Costs ICML 2024 Online Control in Population Dynamics NeurIPS 2024 Online Learning under Budget and ROI Constraints via Weak Adaptivity ICML 2024 Online Markov Decision Processes Configuration with Continuous Decision Space AAAI 2024 Online Newton Method for Bandit Convex Optimisation Extended Abstract COLT 2024 On Partial Optimal Transport: Revising the Infeasibility of Sinkhorn and Efficient Gradient Methods AAAI 2024 On the Complexity of Finite-Sum Smooth Optimization under the Polyak–Łojasiewicz Condition ICML 2024