← Optimization
Mathematics & Optimization › Optimization ›

Continuous Optimization

3907 directly classified papers

Papers per year

Papers

Optimal Functional Bilinear Regression with Two-dimensional Functional Covariates via Reproducing Kernel Hilbert Space JMLR 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025
Optimal Decentralized Composite Optimization for Strongly Convex Functions JMLR 2025
Geometric Operator Learning with Optimal Transport JMLR 2025
The Z-Gromov-Wasserstein Distance JMLR 2025
Second-order Information Promotes Mini-Batch Robustness in Variance-Reduced Gradients JMLR 2025
Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities JMLR 2025
Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles JMLR 2025
DRM Revisited: A Complete Error Analysis JMLR 2025
Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions JMLR 2025
Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL JMLR 2025
Finite Expression Method for Solving High-Dimensional Partial Differential Equations JMLR 2025
Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems JMLR 2025
Simplex Constrained Sparse Optimization via Tail Screening JMLR 2025
Generative Adversarial Networks: Dynamics JMLR 2025
A New Random Reshuffling Method for Nonsmooth Nonconvex Finite-sum Optimization JMLR 2025
Operator Learning for Hyperbolic PDEs JMLR 2025
An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition JMLR 2025
Decentralized Asynchronous Optimization with DADAO allows Decoupling and Acceleration JMLR 2025
On Probabilistic Embeddings in Optimal Dimension Reduction JMLR 2025
Multi-Subspace Matrix Recovery from Permuted Data AAAI 2025
Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025
Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization JMLR 2025
Sliced-Wasserstein Distances and Flows on Cartan-Hadamard Manifolds JMLR 2025
Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025