Hopkins, Samuel

7 publications

COLT 2024 Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation Shivam Gupta, Samuel Hopkins, Eric Price

COLT 2024 Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares Extended Abstract Gavin Brown, Jonathan Hayase, Samuel Hopkins, Weihao Kong, Xiyang Liu, Sewoong Oh, Juan C Perdomo, Adam Smith

COLT 2023 Fast, Sample-Efficient, Affine-Invariant Private Mean and Covariance Estimation for Subgaussian Distributions Gavin Brown, Samuel Hopkins, Adam Smith

NeurIPS 2022 Privacy Induces Robustness: Information-Computation Gaps and Sparse Mean Estimation Kristian Georgiev, Samuel Hopkins

NeurIPS 2022 The Franz-Parisi Criterion and Computational Trade-Offs in High Dimensional Statistics Afonso S Bandeira, Ahmed El Alaoui, Samuel Hopkins, Tselil Schramm, Alexander S Wein, Ilias Zadik

NeurIPS 2020 Estimating Rank-One Spikes from Heavy-Tailed Noise via Self-Avoiding Walks Jingqiu Ding, Samuel Hopkins, David Steurer

NeurIPS 2019 Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection Yihe Dong, Samuel Hopkins, Jerry Li