Samuel B. Hopkins
7 papers · 2015–2026 · 2 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver π Academic Marathon Β· Half πΊοΈ Taxonomy Completionist (17) π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze
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Research topics
Keywords
sample complexity
(2)
adversarial corruption
(2)
linear regression
(2)
tensor decomposition
(2)
principal component analysis
(1)
belief propagation
(1)
mean estimation
(1)
computational complexity
(1)
ising model
(1)
convex relaxation
(1)
posterior inference
(1)
overcomplete representation
(1)
signal-to-noise ratio
(1)
robust estimation
(1)
graphical model
(1)
tree structure
(1)
spectral algorithm
(1)
spectral method
(1)
aspect ratio
(1)
tree-structured graphical model
(1)
Papers
Private Linear Regression via a Down-Sensitivity to Privacy Reduction
COLT 2026
Metric Embeddings Beyond Bi-Lipschitz Distortion via Sherali-Adams
COLT 2025
Robustness Auditing for Linear Regression: To Singularity and Beyond
ICLR 2025
Adversarially-Robust Inference on Trees via Belief Propagation
COLT 2024
A Robust Spectral Algorithm for Overcomplete Tensor Decomposition
COLT 2019
How Hard is Robust Mean Estimation?
COLT 2019
Tensor principal component analysis via sum-of-square proofs
COLT 2015