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Murat A. Erdogdu

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Sampling from the Mean-Field Stationary Distribution

Feb 18, 2024
Yunbum Kook, Matthew S. Zhang, Sinho Chewi, Murat A. Erdogdu, Mufan Bill Li

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Optimal Excess Risk Bounds for Empirical Risk Minimization on $p$-norm Linear Regression

Oct 19, 2023
Ayoub El Hanchi, Murat A. Erdogdu

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Beyond Labeling Oracles: What does it mean to steal ML models?

Oct 03, 2023
Avital Shafran, Ilia Shumailov, Murat A. Erdogdu, Nicolas Papernot

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Gradient-Based Feature Learning under Structured Data

Sep 07, 2023
Alireza Mousavi-Hosseini, Denny Wu, Taiji Suzuki, Murat A. Erdogdu

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Distributional Model Equivalence for Risk-Sensitive Reinforcement Learning

Jul 04, 2023
Tyler Kastner, Murat A. Erdogdu, Amir-massoud Farahmand

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Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality

Mar 07, 2023
Alireza Mousavi-Hosseini, Tyler Farghly, Ye He, Krishnakumar Balasubramanian, Murat A. Erdogdu

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Mean-Square Analysis of Discretized Itô Diffusions for Heavy-tailed Sampling

Mar 01, 2023
Ye He, Tyler Farghly, Krishnakumar Balasubramanian, Murat A. Erdogdu

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Improved Discretization Analysis for Underdamped Langevin Monte Carlo

Feb 16, 2023
Matthew Zhang, Sinho Chewi, Mufan Bill Li, Krishnakumar Balasubramanian, Murat A. Erdogdu

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Neural Networks Efficiently Learn Low-Dimensional Representations with SGD

Sep 29, 2022
Alireza Mousavi-Hosseini, Sejun Park, Manuela Girotti, Ioannis Mitliagkas, Murat A. Erdogdu

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