Latest Research in Machine Learning

Top Research Topics in Machine Learning

• Optimization and Control — 14 papers
• Statistics Theory — 4 papers
• Machine Learning — 3 papers
• Machine Learning — 3 papers
• Mathematical Analysis and Transform Methods — 2 papers
• Probability — 1 papers
• Statistical Mechanics — 1 papers
• Information Theory — 1 papers
• Computation — 1 papers
• Matrix Theory and Algorithms — 1 papers

Highest-Cited Papers

1. Stochastic Optimization Algorithms for Problems with Controllable Biased Oracles
2. Stochastic Gradient Descent over P2
3. Random tilts to find stationary points in stochastic convex optimization
4. Stochastic Gradient Descent for Operator Learning in Hilbert Spaces: Convergence Rates and Minimax Lower Bounds
5. Last-Iterate Performance of Gradient Descent and Relaxed Proximal Point via $s$-Composability
6. Algebraic optimization of sequential decision problems
7. Operator Splitting Methods with Online Scaling
8. Information Geometry for Wasserstein KL Divergence of Gaussian Measures on $\mathbb{R}^n$
9. Adaptively Incorporating Directional Hints into Zeroth-Order Optimization
10. How to Make the Gradient Mapping Small for Constrained Stochastic Min-Max Problems and Beyond
11. Efficient Optimization on the Euclidean Sphere: Riemannian Gradient Alignment as a Unifying Principle
12. Equivalence Between Continuous-Time Risk-Sensitive Control and Rényi Divergence Minimization
13. Accelerated High-Accuracy Sampling from a Warm Start via the Proximal Bouncy Particle Sampler
14. Improved Convergence Rates for Stochastic Multi-Gradient Descent which Close the Gap: A Proof by AI
15. Optimal Confidence Intervals via Moderate Deviations Theory
16. A New Kernel Regularity Condition for Distributed Mirror Descent: Broader Coverage and Simpler Analysis
17. Can Acceleration in Gradient-Norm Minimization Be Anytime? Sharp Last-Iterate Limits in Smooth Convex Optimization
18. Gaussian-Restricted Barycenters for KL-Unbalanced Optimal Transport: Variational Theory and Fixed-Point Convergence
19. Duality for a Martingale Transport Problem with Moment Constraints
20. An exact and fast solution of the inverse Regularized Optimal Transport problem