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Two-Round Distributed Principal Component Analysis: Closing the Statistical Efficiency Gap

• Authors : Li, ZeYu; Zhang, Xinsheng; Zhou, Wang

Subjects: Statistics - Methodology

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Improving the statistical efficiency of cross-conformal prediction

• Authors : Gasparin, Matteo; Ramdas, Aaditya

Subjects: Statistics - Machine Learning; Computer Science - Machine Learning; Statistics - Applications

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Enhancing Stochastic Optimization for Statistical Efficiency Using ROOT-SGD with Diminishing Stepsize

• Authors : Li, Chris Junchi

Subjects: Statistics - Machine Learning; Computer Science - Machine Learning; Mathematics - Optimization and Control

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The radius of statistical efficiency

• Authors : Cutler, Joshua; Díaz, Mateo; Drusvyatskiy, Dmitriy

Subjects: Mathematics - Statistics Theory; Mathematics - Optimization and Control; Statistics - Machine Learning

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Statistical Efficiency of Distributional Temporal Difference Learning and Freedman's Inequality in Hilbert Spaces

• Authors : Peng, Yang; Zhang, Liangyu; Zhang, Zhihua

Subjects: Statistics - Machine Learning; Computer Science - Machine Learning

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On the Statistical Efficiency of Mean-Field Reinforcement Learning with General Function Approximation

• Authors : Huang, Jiawei; Yardim, Batuhan; He, Niao

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence; Statistics - Machine Learning

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Approaches to Statistical Efficiency when comparing the embedded adaptive interventions in a SMART

• Authors : Lycurgus, Timothy; Kilbourne, Amy; Almirall, Daniel

Subjects: Statistics - Methodology

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Balancing the Objectives of Statistical Efficiency and Allocation Randomness in Randomized Controlled Trials.

• Authors : Sverdlov, Oleksandr¹ (AUTHOR) ; Ryeznik, Yevgen² (AUTHOR)

• Source: Statistics in Biopharmaceutical Research. Oct-Dec2024, Vol. 16 Issue 4, p532-546. 15p.

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Statistical Efficiency of Score Matching: The View from Isoperimetry

• Authors : Koehler, Frederic; Heckett, Alexander; Risteski, Andrej

Subjects: Computer Science - Machine Learning; Mathematics - Statistics Theory; Statistics - Machine Learning

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On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL

• Authors : Chen, Jinglin; Modi, Aditya; Krishnamurthy, Akshay

Subjects: Computer Science - Machine Learning; Computer Science - Artificial Intelligence; Statistics - Machine Learning

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