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Continuous Optimization

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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
Rank-one Convexification for Sparse Regression JMLR 2025
Unbalanced Kantorovich-Rubinstein distance, plan, and barycenter on nite spaces: A statistical perspective JMLR 2025
On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations JMLR 2025
Optimization Over a Probability Simplex JMLR 2025
Dynamic angular synchronization under smoothness constraints JMLR 2025
Rapid Learning in Constrained Minimax Games with Negative Momentum AAAI 2025
Generalized Attention Flow: Feature Attribution for Transformer Models via Maximum Flow ACL 2025
Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025