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Mathematics & Optimization

16,944 papers (0 classified directly here)

Subtopics

Optimization (12,959) Mathematics (5,735) Probability (519) Statistics (265) Discrete Mathematics (15)

Papers per year

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Papers (including subtopics)

VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations JMLR 2025
Differentially Private Multivariate Medians JMLR 2025
Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies JMLR 2025
Collaborative likelihood-ratio estimation over graphs JMLR 2025
Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario Reduction JMLR 2025
On the Robustness of Kernel Goodness-of-Fit Tests JMLR 2025
Towards Unified Native Spaces in Kernel Methods JMLR 2025
Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity JMLR 2025
Optimal Functional Bilinear Regression with Two-dimensional Functional Covariates via Reproducing Kernel Hilbert Space JMLR 2025
Sketching in High-Dimensional Regression With Big Data Using Gaussian Scale Mixture Priors JMLR 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025
Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025
Bias-variance decompositions: the exclusive privilege of Bregman divergences JMLR 2025
Optimal Decentralized Composite Optimization for Strongly Convex Functions JMLR 2025
Backward Filtering Forward Guiding JMLR 2025
Geometric Operator Learning with Optimal Transport JMLR 2025
Step and Smooth Decompositions as Topological Clustering JMLR 2025
Proper losses regret at least 1/2-order JMLR 2025
Equivariant Manifold Neural ODEs and Differential Invariants JMLR 2025
The Z-Gromov-Wasserstein Distance JMLR 2025
Global Convergence of Adjoint-Optimized Neural PDEs JMLR 2025
Kernel-based L_2-Boosting with Structure Constraints JMLR 2025
Geodesic Slice Sampling on the Sphere JMLR 2025
Geometry-Dependent Matching Pursuit: a Transition Phase for Convergence on Linear Regression and LASSO JMLR 2025
Neural Operators Can Play Dynamic Stackelberg Games JMLR 2025