Samuel Hopkins
7 papers · 2019–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (2) π Academic Marathon (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (16) π§ Keyword Pioneer
π
Cross-Pollinator
(15)
Conferences
NIPS (4)
COLT (3)
Top co-authors
Research topics
Keywords
differential privacy
(3)
robust mean estimation
(2)
adversarial corruption
(2)
statistical learning
(2)
mean estimation
(1)
covariance estimation
(1)
efficient computing
(1)
high-dimensional statistics
(1)
markov chain monte carlo
(1)
outlier detection
(1)
least squares regression
(1)
sparse linear regression
(1)
eigenvector estimation
(1)
random matrix theory
(1)
spectral method
(1)
heavy-tailed distribution
(1)
subgaussian distribution
(1)
confidence interval
(1)
private algorithm
(1)
heavy-tailed noise
(1)
Papers
Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares Extended Abstract
COLT 2024
Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation
COLT 2024
Fast, Sample-Efficient, Affine-Invariant Private Mean and Covariance Estimation for Subgaussian Distributions
COLT 2023
The Franz-Parisi Criterion and Computational Trade-offs in High Dimensional Statistics
NIPS 2022
Privacy Induces Robustness: Information-Computation Gaps and Sparse Mean Estimation
NIPS 2022
Estimating Rank-One Spikes from Heavy-Tailed Noise via Self-Avoiding Walks
NIPS 2020
Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection
NIPS 2019