Approximation Analysis of the Entropic Penalty in Quadratic Programming
V. Karumanchi, G. Rioux, and Z. Goldfeld. "Approximation Analysis of the Entropic Penalty in Quadratic Programming." arXiv preprint. arXiv:2509.20031, 2025.
CV
Education
- Ph.D in Version Control Theory, GitHub University, 2018 (expected)
- M.S. in Jekyll, GitHub University, 2014
- B.S. in GitHub, GitHub University, 2012
Work experience
- Spring 2024: Academic Pages Collaborator
- GitHub University
- Duties includes: Updates and improvements to template
- Supervisor: The Users
- Fall 2015: Research Assistant
- GitHub University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
- Summer 2015: Research Assistant
- GitHub University
- Duties included: Tagging issues
- Supervisor: Professor Git
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
Limit Laws for Gromov-Wasserstein Alignment with Applications to Testing Graph Isomorphisms
G. Rioux, Z. Goldfeld, and K. Kato. "Limit Laws for Gromov-Wasserstein Alignment with Applications to Testing Graph Isomorphisms." arXiv preprint. arXiv:2410.18006, 2024.
Entropic Gromov-Wasserstein distances: Stability and algorithms
G. Rioux, Z. Goldfeld, and K. Kato. "Entropic Gromov-Wasserstein Distances: Stability and algorithms." Journal of Machine Learning Research. 25(363), 2024, pp.1-52.
Multivariate stochastic dominance via optimal transport and applications to models benchmarking
G. Rioux, A. Nitsure, M. Rigotti, K, Greenewald, and Y. Mroueh. "Multivariate stochastic dominance via optimal transport and applications to models benchmarking." Advances in Neural Information Processing Systems. 37, 2024, pp.39190-39223.
Limit theorems for entropic optimal transport maps and the Sinkhorn divergence
Z. Goldfeld, K. Kato, S. Nietert, and G. Rioux. "Limit theorems for entropic optimal transport maps and the Sinkhorn divergence." Electronic Journal of Statistics. 34(2), 18(1), 2024, pp.980-1041.
Statistical inference with regularized optimal transport
Z. Goldfeld, K. Kato, G. Rioux, and R. Sadhu. "Statistical inference with regularized optimal transport." Information and Inference: A Journal of the IMA. 13(1), 2024.
Limit distribution theory for smooth p-Wasserstein distances
Z. Goldfeld, K. Kato, S. Nietert, and G. Rioux. "Limit distribution theory for smooth p-Wasserstein distances." Annals of Applied Probability. 34(2), 2024, pp.2447-2487.
The Maximum Entropy on the Mean Method for Image Deblurring
G. Rioux, R. Choksi, T. Hoheisel, C. Scarvelis, and P. Maréchal. "The Maximum Entropy on the Mean Method for Image Deblurring." Inverse Problems. 37, 2021 (29 pp.).
Blind Deblurring of Barcodes via Kullback-Leibler Divergence
G. Rioux, C. Scarvelis, R. Choksi, T. Hoheisel, and P. Maréchal. "Blind Deblurring of Barcodes via Kullback-Leibler Divergence." IEEE Transactions on Pattern Analysis and Machine Intelligence. 43(1), 2021, pp.77-88.
Talks
Conference Proceeding talk 3 on Relevant Topic in Your Field
Conference proceedings talk at Testing Institute of America 2014 Annual Conference, Los Angeles, CA, USA
Talk 2 on Relevant Topic in Your Field
Talk at London School of Testing, London, UK
Tutorial 1 on Relevant Topic in Your Field
Tutorial at UC-Berkeley Institute for Testing Science, Berkeley, CA, USA
Talk 1 on Relevant Topic in Your Field
Talk at UC San Francisco, Department of Testing, San Francisco, CA, USA
Teaching
Service and leadership
- Currently signed in to 43 different slack teams