Latest Research in Machine Learning

Top Research Topics in Machine Learning

• Statistics Theory — 8 papers
• Machine Learning — 3 papers
• Methodology — 3 papers
• Machine Learning — 2 papers
• Optimization and Control — 2 papers
• Systems and Control — 1 papers
• Data Structures and Algorithms — 1 papers
• Statistical Mechanics — 1 papers
• Machine Learning and Algorithms — 1 papers
• Computation — 1 papers

Highest-Cited Papers

1. The Field Equations of Penalized non-Parametric Regression
2. Instance-Optimal Adaptive Location Estimation via Multiscale Mid-Summaries
3. Almost Sure Convergence Analysis of Stochastic Gradient Methods with Clipping and Additive Noise
4. Second-Order Least Squares as a Special Case of the Polynomial Maximization Method
5. Simple-regret rates and minimax optimality of fixed-prior expected improvement in Matérn and squared-exponential RKHSs
6. The Price of Distributional Robustness in Linear Quadratic Control
7. Beyond Laplace: Closed-form wrapped Gaussian posterior approximations on statistical manifolds
8. Nonparametric Regression with Measurement Error in Banach Spaces
9. The Elliptically Optimal Confidence Interval: A Bivariate Extension of Wilson's Score Method
10. Activity-Conditioned Residual Association from Aggregated Relational Data
11. A note on a local entropy condition in the Wasserstein space
12. On the universal calibration of heavy-tailed combination tests
13. Computation and Applications of Euclidean and Normed Representations of Massive Data
14. Blind Random Search with Noisy Loss Measurements: Averaging, Thresholding, and Almost Sure Convergence
15. Sinkhorn algorithms for entropic vector quantile regression
16. Large deviations for linear regressions
17. Median-of-Means as an Extremal Convex Estimator and a Nonconvex Route to the Trimmed Oracle
18. Forward-KL Learning Curves of Maximum Likelihood Estimators Need Not Be Monotone
19. Signed random Fourier features for fast density estimation with indefinite kernels
20. Projection-robust zeroth-order optimization on manifolds under heavy-tailed oracle noise