Continuous Optimization

Addressing Misspecification in Simulation-based Inference through Data-driven Calibration ICML 2025 A Decentralized Proximal Gradient Tracking Algorithm for Composite Optimization on Riemannian Manifolds JMLR 2025 Affine Rank Minimization via Asymptotic Log-Det Iteratively Reweighted Least Squares JMLR 2025 A Generalization Result for Convergence in Learning-to-Optimize ICML 2025 AKORN: Adaptive Knots generated Online for RegressioN splines ICML 2025 An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition JMLR 2025 An Elite-guided Weighted Simulated Annealing Algorithm for the Clique Partitioning Problem AAAI 2025 An Enhanced Levenberg--Marquardt Method via Gram Reduction AAAI 2025 An Error Analysis of Flow Matching for Deep Generative Modeling ICML 2025 A New Random Reshuffling Method for Nonsmooth Nonconvex Finite-sum Optimization JMLR 2025 An Inverse Optimization Approach to Contextual Inverse Optimization IJCAI 2025 Annealing Flow Generative Models Towards Sampling High-Dimensional and Multi-Modal Distributions ICML 2025 An Online Adaptive Sampling Algorithm for Stochastic Difference-of-convex Optimization with Time-varying Distributions ICML 2025 Anytime Acceleration of Gradient Descent COLT 2025 A Plug-and-Play Bregman ADMM Module for Inferring Event Branches in Temporal Point Processes AAAI 2025 Approximate Differential Privacy of the ℓ_2 Mechanism ICML 2025 Approximating Metric Magnitude of Point Sets AAAI 2025 Are all models wrong? Fundamental limits in distribution-free empirical model falsification COLT 2025 Armijo Line-search Can Make (Stochastic) Gradient Descent Provably Faster ICML 2025 ASTRA: A Negotiation Agent with Adaptive and Strategic Reasoning via Tool-integrated Action for Dynamic Offer Optimization EMNLP 2025 Augmented Mass-Spring Model for Real-Time Dense Hair Simulation ICCV 2025 A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization ICML 2025 AutoCATE: End-to-End, Automated Treatment Effect Estimation ICML 2025 Automatic Differentiation of Optimization Algorithms with Time-Varying Updates ICML 2025 Balanced Rate-Distortion Optimization in Learned Image Compression CVPR 2025