Matthew Werenski

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 7

Top Topics

Information Entropy

Change Point Detection

Multiclass Classification

Normalized Maximum Likelihood

Top Venues

IEEE Trans. Inf. Theory

J. Mach. Learn. Res.

Publications

Matthew Werenski, Shoaib Bin Masud, James M. Murphy, Shuchin Aeron
On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point Detection. IEEE Trans. Inf. Theory 70 (7) (2024)
Nicolás García Trillos, Matt Jacobs, Jakwang Kim, Matthew Werenski
An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification. CoRR (2024)
Shoaib Bin Masud, Matthew Werenski, James M. Murphy, Shuchin Aeron
Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling. J. Mach. Learn. Res. 24 (2023)
Matthew Werenski, Shoaib Bin Masud, James M. Murphy, Shuchin Aeron
On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point Detection. CoRR (2023)
Matthew Werenski, James M. Murphy, Shuchin Aeron
Estimation of entropy-regularized optimal transport maps between non-compactly supported measures. CoRR (2023)
Matthew Werenski, Ruijie Jiang, Abiy Tasissa, Shuchin Aeron, James M. Murphy
Measure Estimation in the Barycentric Coding Model. CoRR (2022)
Kapil Devkota, Henri Schmidt, Matthew Werenski, James M. Murphy, Mert Erden, Victor Arsenescu, Lenore J. Cowen
GLIDER: function prediction from GLIDE-based neighborhoods. Bioinform. 38 (13) (2022)