"high-dimensional statistics" Papers

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Conditional Diffusion Models Based Conditional Independence Testing

Yanfeng Yang, Shuai Li, Yingjie Zhang et al.

AAAI 2025paperarXiv:2412.11744

Minimax-Optimal Univariate Function Selection in Sparse Additive Models: Rates, Adaptation, and the Estimation-Selection Gap

Shixiang Liu

NEURIPS 2025spotlight

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

Yufan Li, Pragya Sur

NEURIPS 2025spotlightarXiv:2502.15131

Robust Feature Learning for Multi-Index Models in High Dimensions

Alireza Mousavi-Hosseini, Adel Javanmard, Murat A Erdogdu

ICLR 2025arXiv:2410.16449

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 2024spotlightarXiv:2405.07552

Fundamental Limits of Distributed Covariance Matrix Estimation Under Communication Constraints

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

Generalization in Kernel Regression Under Realistic Assumptions

Daniel Barzilai, Ohad Shamir

ICML 2024spotlightarXiv:2312.15995

High-dimensional Linear Bandits with Knapsacks

Wanteng Ma, Dong Xia, Jiashuo Jiang

ICML 2024arXiv:2311.01327