Hopkins, Samuel B.

7 publications

COLT 2025 Metric Embeddings Beyond Bi-Lipschitz Distortion via Sherali-Adams Ainesh Bakshi, Vincent Cohen-Addad, Rajesh Jayaram, Samuel B. Hopkins, Silvio Lattanzi
NeurIPS 2025 Rescaled Influence Functions: Accurate Data Attribution in High Dimension Ittai Rubinstein, Samuel B. Hopkins
ICLR 2025 Robustness Auditing for Linear Regression: To Singularity and Beyond Ittai Rubinstein, Samuel B. Hopkins
COLT 2024 Adversarially-Robust Inference on Trees via Belief Propagation Samuel B. Hopkins, Anqui Li
COLT 2019 A Robust Spectral Algorithm for Overcomplete Tensor Decomposition Samuel B. Hopkins, Tselil Schramm, Jonathan Shi
COLT 2019 How Hard Is Robust Mean Estimation? Samuel B. Hopkins, Jerry Li
COLT 2015 Tensor Principal Component Analysis via Sum-of-Square Proofs Samuel B. Hopkins, Jonathan Shi, David Steurer