Continuous Optimization

Optimal Differentially Private Sampling of Unbounded Gaussians COLT 2025 Optimal Functional Bilinear Regression with Two-dimensional Functional Covariates via Reproducing Kernel Hilbert Space JMLR 2025 Optimal Robust Estimation under Local and Global Corruptions: Stronger Adversary and Smaller Error COLT 2025 Optimal Sensor Scheduling and Selection for Continuous-Discrete Kalman Filtering with Auxiliary Dynamics ICML 2025 Optimal Survey Design for Private Mean Estimation ICML 2025 Optimal Transport Barycenter via Nonconvex-Concave Minimax Optimization ICML 2025 Optimal Transport on Categorical Data for Conterfactuals Using Compositional Data and Dirichlet Transport IJCAI 2025 Optimization for Neural Operators can Benefit from Width ICML 2025 Optimization Over a Probability Simplex JMLR 2025 Optimizing Label Assignment for Weakly Supervised Person Search AAAI 2025 Optimizing Noise Distributions for Differential Privacy ICML 2025 Optimizing Parameters of Quantum Circuits with Sparsity-Inducing Coordinate Descent IJCAI 2025 Optimizing Social Network Interventions via Hypergradient-Based Recommender System Design ICML 2025 Overtuning in Hyperparameter Optimization AutoML 2025 Pairwise Maximum Likelihood For Multi-Class Logistic Regression Model With Multiple Rare Classes ICML 2025 Pareto-frontier Entropy Search with Variational Lower Bound Maximization ICML 2025 Pareto Merging: Multi-Objective Optimization for Preference-Aware Model Merging ICML 2025 Phase transitions for the existence of unregularized M-estimators in single index models ICML 2025 PLeaS - Merging Models with Permutations and Least Squares CVPR 2025 Policy Gradient with Tree Expansion ICML 2025 Policy Optimization for CMDPs with Bandit Feedback: Learning Stochastic and Adversarial Constraints ICML 2025 Polynomial low degree hardness for Broadcasting on Trees (Extended Abstract) COLT 2025 Preconditioned Riemannian Gradient Descent Algorithm for Low-Multilinear-Rank Tensor Completion ICML 2025 Predicting quantum channels over general product distributions COLT 2025 Preserving AUC Fairness in Learning with Noisy Protected Groups ICML 2025