Continuous Optimization

Functional Graphical Models: Structure Enables Offline Data-Driven Optimization AISTATS 2024 Functional optimal transport: regularized map estimation and domain adaptation for functional data JMLR 2024 Functions with average smoothness: structure, algorithms, and learning JMLR 2024 Fundamental Limits of Distributed Covariance Matrix Estimation Under Communication Constraints ICML 2024 Fun with Flags: Robust Principal Directions via Flag Manifolds CVPR 2024 Gap-Free Clustering: Sensitivity and Robustness of SDP COLT 2024 Generalization Analysis of Deep Non-linear Matrix Completion ICML 2024 Generalization Bound and Learning Methods for Data-Driven Projections in Linear Programming NeurIPS 2024 Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization AISTATS 2024 Generalized Eigenvalue Problems with Generative Priors NeurIPS 2024 Generalized Smooth Variational Inequalities: Methods with Adaptive Stepsizes ICML 2024 Generalized Sobolev Transport for Probability Measures on a Graph ICML 2024 Gibbs Sampling of Continuous Potentials on a Quantum Computer ICML 2024 Global Latent Neural Rendering CVPR 2024 Globally Q-linear Gauss-Newton Method for Overparameterized Non-convex Matrix Sensing NeurIPS 2024 GRaCE: Balancing Multiple Criteria to Achieve Stable, Collision-Free, and Functional Grasps RSS 2024 Gradient Compressed Sensing: A Query-Efficient Gradient Estimator for High-Dimensional Zeroth-Order Optimization ICML 2024 Gradient-free optimization of highly smooth functions: improved analysis and a new algorithm JMLR 2024 Graph Machine Learning through the Lens of Bilevel Optimization AISTATS 2024 Graph Mixup on Approximate Gromov–Wasserstein Geodesics ICML 2024 Graphon Mean Field Games with a Representative Player: Analysis and Learning Algorithm ICML 2024 Guaranteed Nonconvex Factorization Approach for Tensor Train Recovery JMLR 2024 Handling Heterogeneous Curvatures in Bandit LQR Control ICML 2024 Hierarchical Multi-Marginal Optimal Transport for Network Alignment AAAI 2024 High-Dimensional Geometric Streaming for Nearly Low Rank Data ICML 2024