Position Title
Associate Professor
Position Title
Associate Professor
- Statistics
- [email protected]
- https://statistics.ucdavis.edu/people/krishnakumar-balasubramanian
- https://sites.google.com/view/kriznakumar/home
One Shields Avenue,
Davis CA 95616
Office Hours
Currently on leave for 26-27 academic year
Bio
Research Interests & Expertise
- Deep learning Theory
- Sampling and Stochastic Optimization
- Geometric, Topological and Nonparametric statistics
Publications
- Minimax optimal goodness-of-fit testing with kernel Stein discrepancy
Journal Article | Hagrass, O., Sriperumbudur, B., Balasubramanian, K. Bernoulli, 32, 299-324. 10.3150/25-bej1859 - Statistical Inference for Linear Functionals of Online Least-Squares SGD When t ≳ d1+δ
Journal Article | Agrawalla, B., Balasubramanian, K., Ghosal, P. IEEE Transactions on Information Theory, 72, 447-477. 10.1109/tit.2025.3635118 - Statistical-computational trade-offs for recursive adaptive partitioning estimators
Journal Article | Tan, Y., Klusowski, J., Balasubramanian, K. The Annals of Statistics, 54, 1262-1288. 10.1214/25-aos2603 - Dense Associative Memory with Epanechnikov Energy
Conference Paper | Hoover, B., Shi, Z., Balasubramanian, K., Krotov, D., Ram, P. Advances in Neural Information Processing Systems, 38, 131166-131193. - Functional linear and single-index models: A unified approach via Gaussian Stein identity
Journal Article | Balasubramanian, K., Müller, H., Sriperumbudur, B. Bernoulli, 31, 973-1006. 10.3150/24-bej1755 - See publications and more on Aggie Experts: https://experts.ucdavis.edu/expert/3Fvvdh2f