Samuel B. Hopkins
6 papers · 2015–2025 · 2 conferences · across top CS/AI conferences
Achievements
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🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15) 🏃 Academic Marathon (10) 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (2)
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Keyword Pioneer
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Trend Setter
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The Questioner
Conferences
COLT (5)
ICLR (1)
Top co-authors
Keywords
tensor decomposition
(2)
adversarial robustness
(1)
semidefinite programming
(1)
principal component analysis
(1)
belief propagation
(1)
sample complexity
(1)
mean estimation
(1)
computational complexity
(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)
adversarial corruption
(1)
sum-of-squares method
(1)
tensor principal component analysis
(1)
Papers
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
How Hard is Robust Mean Estimation?
COLT 2019
A Robust Spectral Algorithm for Overcomplete Tensor Decomposition
COLT 2019
Tensor principal component analysis via sum-of-square proofs
COLT 2015