Latest Research in Mean-Field Optimization Control

Top Research Topics in Mean-Field Optimization Control

• Optimization and Control — 154 papers
• Numerical Analysis — 27 papers
• Statistics Theory — 25 papers
• Machine Learning — 18 papers
• Probability — 15 papers
• Machine Learning — 15 papers
• Advanced Optimization Algorithms Research — 14 papers
• Markov Chains and Monte Carlo Methods — 9 papers
• Signal Processing — 9 papers
• Stochastic processes and financial applications — 8 papers

Highest-Cited Papers

1. Incentive Stackelberg games for empirical mean-field decentralised control in large populations
2. Spectral Analysis of Epidemic Dynamics via the Kirchhoff Index
3. Exact simulation of diffusions and improved algorithms for log-concave sampling
4. A Few Accelerated Algorithms for Convex Optimization under $(H_0,H_1)$-Smoothness
5. A Linearly Convergent Projection-Free Algorithm for Smooth Convex Sets
6. Incremental Aggregation on the Grassmannian for Asynchronous Eigenspace Computation
7. On the boundaries, asymptotic law and Bernoulli-Doob representation of homogeneous bounded martingales
8. Truncated Differentiation Through Primal-Dual Solvers for Inverse Potential Mean-Field Games
9. Optimizing the Preconditioner: A Black-box Online-to-Nonconvex Conversion with Static Regret Minimization Oracles
10. Design Criteria for SGD Preconditioners: Local Conditioning, Noise Floors, and Basin Stability
11. Stochastic Saddle Avoidance Beyond Unit Excitation and Smoothness: A Pathwise Lyapunov-Perron Framework
12. Sliding Methods for Hölder-Smooth Convex--Concave Minimax Optimization with Bilinear Coupling
13. Joint Inference of Trajectory and Obstacle in Mean-Field Games via Bilevel Optimization
14. Complexity of Normalized Stochastic First-Order Methods with Momentum Under Heavy-Tailed Noise
15. Convergence analysis of controlled particle systems arising in deep learning: from finite to infinite sample size
16. A proximal difference of convex functions algorithm using Barzilai-Borwein step size with nonmonotone line search and extrapolation
17. Wedge Sampling: Efficient Tensor Completion with Nearly-Linear Sample Complexity
18. Optimal Nonergodic Primal-Dual Complexity of Efficient Inexact Parameter-Free Augmented Lagrangian Methods
19. From $L$-domination maximal inequalities to infinite-dimensional martingales, towards high-dimensional statistics
20. Revisiting Decomposition-Invariant Conditional Gradient Methods for Polytopes

Sub-Regions

• Probability — 229 papers
• Statistics Theory — 121 papers
• Optimization and Control — 89 papers
• Markov Chains and Monte Carlo Methods — 84 papers
• Machine Learning — 74 papers
• Numerical Analysis — 50 papers