Latest Research in Statistics Theory

35 research papers · 2026 median publication year

Top Research Topics in Statistics Theory

Highest-Cited Papers

  1. Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference
  2. Entropies and Negentropies from f -Divergences and Their Application to Dimensionality Reduction
  3. When Is Neyman-Orthogonal Inference Feasible? Existence and Relevance
  4. A Weighted Kernel Method for Approximation that Adapts to Learned Multivariable Structure
  5. Pitman closest equivariant estimators under multivariate scale and location--scale models
  6. Learning under Target Shift: Optimal Density Ratio Estimation and Importance-Weighted Regression
  7. AdGT: Decentralized Gradient Tracking with Adaptive Per-Agent Stepsizes
  8. Separated Signal Libraries: Packing, Saturation, and Joint Spectral Limits
  9. Data sparse multilevel covariance estimation in optimal complexity
  10. Kantorovich Regression Analysis of Random Distributions with Mixed Predictors
  11. Convergence of Stochastic Gradient Methods under Heavy-Tailed Noise and Hölder Smoothness
  12. Data sparse multilevel covariance estimation in optimal complexity
  13. Central limit theorems and bootstrap for sparse regularized multimarginal optimal transport and barycenters
  14. Statistical Inference for Persistence Diagrams via Landmark Embeddings: Minimax Theory and Finite Approximation
  15. Representation Costs in Data Science: Foundations and the Quasi-Banach Spaces of Deep Neural Networks
  16. A new perspective on centroid algorithms for unsupervised discrete clustering in Riemannian manifolds: an approach via optimization
  17. Low-rank matrix recovery landscapes beyond RIP with application to rank-one measurements
  18. Moment Relaxations for Data-Driven Wasserstein Distributionally Robust Optimization
  19. Finite-sample nonparametric mean tests: Leave-one-out duality and asymptotic optimality
  20. Statistical Inference for Probability Barycenters and Kolmogorov Moments
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L3 Region - - 2026 Sep Q3

Statistics Theory

35 papers

Top Topics (10)

Statistics Theory8
Optimization and Control6
Methodology4
Machine Learning3
Machine Learning3
Statistical Mechanics and Entropy2
Numerical Analysis2
Information Theory2
Econometrics1
Portfolio Management1

Top Publications (20)

1.Invariant Statistical Inference: A Framework Beyond Classical Statistical Inference2.Entropies and Negentropies from f -Divergences and Their Application to Dimensionality Reduction3.When Is Neyman-Orthogonal Inference Feasible? Existence and Relevance4.A Weighted Kernel Method for Approximation that Adapts to Learned Multivariable Structure5.Pitman closest equivariant estimators under multivariate scale and location--scale models6.Learning under Target Shift: Optimal Density Ratio Estimation and Importance-Weighted Regression7.AdGT: Decentralized Gradient Tracking with Adaptive Per-Agent Stepsizes8.Separated Signal Libraries: Packing, Saturation, and Joint Spectral Limits9.Data sparse multilevel covariance estimation in optimal complexity10.Kantorovich Regression Analysis of Random Distributions with Mixed Predictors11.Convergence of Stochastic Gradient Methods under Heavy-Tailed Noise and Hölder Smoothness12.Data sparse multilevel covariance estimation in optimal complexity13.Central limit theorems and bootstrap for sparse regularized multimarginal optimal transport and barycenters14.Statistical Inference for Persistence Diagrams via Landmark Embeddings: Minimax Theory and Finite Approximation15.Representation Costs in Data Science: Foundations and the Quasi-Banach Spaces of Deep Neural Networks16.A new perspective on centroid algorithms for unsupervised discrete clustering in Riemannian manifolds: an approach via optimization17.Low-rank matrix recovery landscapes beyond RIP with application to rank-one measurements18.Moment Relaxations for Data-Driven Wasserstein Distributionally Robust Optimization19.Finite-sample nonparametric mean tests: Leave-one-out duality and asymptotic optimality20.Statistical Inference for Probability Barycenters and Kolmogorov Moments
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