Continuous Optimization

Low-Rank Optimal Transport through Factor Relaxation with Latent Coupling NeurIPS 2024 LPGD: A General Framework for Backpropagation through Embedded Optimization Layers ICML 2024 LRSLAM: Low-rank Representation of Signed Distance Fields in Dense Visual SLAM System ECCV 2024 Lyapunov-stable Neural Control for State and Output Feedback: A Novel Formulation ICML 2024 Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach NeurIPS 2024 MG-Net: Learn to Customize QAOA with Circuit Depth Awareness NeurIPS 2024 MILP-FBGen: LP/MILP Instance Generation with Feasibility/Boundedness ICML 2024 Minimizing Convex Functionals over Space of Probability Measures via KL Divergence Gradient Flow AISTATS 2024 Mirror and Preconditioned Gradient Descent in Wasserstein Space NeurIPS 2024 Mirror Descent Algorithms with Nearly Dimension-Independent Rates for Differentially-Private Stochastic Saddle-Point Problems extended abstract COLT 2024 Model Predictive Control for Aggressive Driving Over Uneven Terrain RSS 2024 Momentum Particle Maximum Likelihood ICML 2024 MoMo: Momentum Models for Adaptive Learning Rates ICML 2024 Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy ICML 2024 More Efficient Estimation of Multivariate Additive Models Based on Tensor Decomposition and Penalization JMLR 2024 Multidimensional Fractional Programming for Normalized Cuts NeurIPS 2024 Multi-objective Optimization via Wasserstein-Fisher-Rao Gradient Flow AISTATS 2024 Multiple-output composite quantile regression through an optimal transport lens COLT 2024 Multiplex Graph Representation Learning via Bi-level Optimization IJCAI 2024 Multiplicative Weights Update, Area Convexity and Random Coordinate Descent for Densest Subgraph Problems ICML 2024 Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking NeurIPS 2024 Multi-View Randomized Kernel Classification via Nonconvex Optimization AAAI 2024 Near-Linear Time Approximation Algorithms for k-means with Outliers ICML 2024 Near-Optimal Convex Simple Bilevel Optimization with a Bisection Method AISTATS 2024 Near-Optimal Distributed Minimax Optimization under the Second-Order Similarity NeurIPS 2024