"high-dimensional statistics" Papers

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Optimal and Provable Calibration in High-Dimensional Binary Classification: Angular Calibration and Platt Scaling

Yufan Li, Pragya Sur

NeurIPS 2025spotlightarXiv:2502.15131

A Subquadratic Time Algorithm for Robust Sparse Mean Estimation

Ankit Pensia

ICML 2024spotlight

Distributed High-Dimensional Quantile Regression: Estimation Efficiency and Support Recovery

Caixing Wang, Ziliang Shen

ICML 2024spotlight

Fundamental Limits of Distributed Covariance Matrix Estimation Under Communication Constraints

Mohammad Reza Rahmani, Mohammad Hossein Yassaee, Mohammad Ali Maddah Ali et al.

ICML 2024poster

Generalization in Kernel Regression Under Realistic Assumptions

Daniel Barzilai, Ohad Shamir

ICML 2024spotlight

High-dimensional Linear Bandits with Knapsacks

Wanteng Ma, Dong Xia, Jiashuo Jiang

ICML 2024poster