Continuous Optimization

Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025 Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025 Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups ICML 2025 LapSum - One Method to Differentiate Them All: Ranking, Sorting and Top-k Selection ICML 2025 Large-Scale Trade-Off Curve Computation for Incentive Allocation with Cardinality and Matroid Constraints IJCAI 2025 Last-iterate Convergence of Shuffling Momentum Gradient Method under the Kurdyka-Lojasiewicz Inequality JMLR 2025 Learning Complexity of Gradient Descent and Conjugate Gradient Algorithms AAAI 2025 Learning Configurations for Data-Driven Multi-Objective Optimization ICML 2025 Learning Dynamical Coupled Operator For High-dimensional Black-box Partial Differential Equations IJCAI 2025 Learning Initial Basis Selection for Linear Programming via Duality-Inspired Tripartite Graph Representation and Comprehensive Supervision ICML 2025 Learning Intersections of Two Margin Halfspaces under Factorizable Distributions COLT 2025 Learning Mixtures of Experts with EM: A Mirror Descent Perspective ICML 2025 Learning Robust Neural Processes with Risk-Averse Stochastic Optimization ICML 2025 Learning Survival Distributions with the Asymmetric Laplace Distribution ICML 2025 Leveraging Per-Instance Privacy for Machine Unlearning ICML 2025 Leveraging Sparsity for Sample-Efficient Preference Learning: A Theoretical Perspective ICML 2025 Linear Bandits on Ellipsoids: Minimax Optimal Algorithms COLT 2025 Linear Bandits with Partially Observable Features ICML 2025 Linear convergence of Sinkhorn’s algorithm for generalized static Schrödinger bridge ICML 2025 Linear Mode Connectivity between Multiple Models modulo Permutation Symmetries ICML 2025 Linear Trading Position with Sparse Spectrum IJCAI 2025 LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation EMNLP 2025 LoCoDL: Communication-Efficient Distributed Learning with Local Training and Compression ICLR 2025 LP-Based Weighted Model Integration over Non-Linear Real Arithmetic IJCAI 2025 MaDCoW: Marginal Distortion Correction for Wide-Angle Photography with Arbitrary Objects CVPR 2025