Project Grant 2541780
- The National Science Foundation Division of Mathematical Sciences awarded the University of Wisconsin - Madison $179,999 on July 1, 2026, under the Mathematical and Physical Sciences program (CFDA 47.049) to develop mathematical theories for machine learning algorithms that balance statistical accuracy, privacy guarantees, and computational scalability in high-dimensional settings. The project investigates fundamental trade-offs between accuracy, privacy, and computational efficiency in AI...
- The National Science Foundation Division of Mathematical Sciences awarded the University of Wisconsin–Madison $250,000 on July 1, 2026, for statistical research on reliable estimation, prediction, and causal inference with AI-generated synthetic datasets under the Mathematical and Physical Sciences program (CFDA 47.049). The project develops statistical foundations and a unified theory for integrating multiple heterogeneous AI-generated synthetic datasets into scientific analysis while...
- The National Science Foundation Division of Mathematical Sciences awarded the University of Wisconsin–Madison $309,038 on September 1, 2026, under the Mathematical and Physical Sciences program (CFDA 47.049) to develop a unified mathematical framework connecting random matrices with prescribed margins, Schrödinger bridges, and optimal transport theory, with applications to generative AI for multimodal data. The project addresses the problem of inferring missing structure in systems where...
- The National Science Foundation Division of Mathematical Sciences awarded the University of Wisconsin–Madison $180,000 on July 15, 2026, under the Mathematical and Physical Sciences program (CFDA 47.049) to develop fast, flexible, and accurate covariance models for Gaussian processes in machine learning and artificial intelligence applications. The project addresses computational and methodological challenges in scaling Gaussian process models to large, high-resolution datasets by exploiting...
- The University of Wisconsin-Madison received a $200,000 project grant award from the National Science Foundation Division of Mathematical Sciences on July 1, 2021 to complete work by June 30, 2024. The award falls under the Mathematical and Physical Sciences program (CFDA 47.049), which aims to promote progress in these fields and strengthen the nation's scientific enterprise through increasing knowledge and enhancing understanding of major problems. Specifically, the funding will support...
- Federal Project Grant Award Summary The National Science Foundation's Division of Mathematical Sciences awarded $303,694 to the University of Wisconsin-Madison on July 15, 2025, under the Mathematical and Physical Sciences program (CFDA 47.049) to support fundamental research in analysis and spectral theory through June 30, 2028. The project delivers rigorous mathematical analysis of models describing wave propagation phenomena in physics, including electromagnetic and acoustic waves, with...
- Federal Project Grant Award Summary The University of Wisconsin-Madison received a $299,669 Project Grant awarded on May 15, 2025, by the National Science Foundation's Division of Mathematical Sciences under the Mathematical and Physical Sciences program (CFDA 47.049). The grant funds research in Wasserstein-guided nonparametric Bayesian methods, with completion targeted for June 30, 2027. The project develops new statistical methodology enabling flexible departures from traditional generative...
- Federal Grant Award Summary The National Science Foundation's Division of Mathematical Sciences awarded $150,000 to the University of Wisconsin–Madison under the Mathematical and Physical Sciences program (CFDA 47.049) on August 15, 2025, for a project extending through July 31, 2028. This project grant supports the development of comprehensive statistical methodologies for estimating, quantifying uncertainty in, and integrating embeddings for complex and heterogeneous networks. The research...
- The University of Wisconsin-Madison was awarded a $224,999 Project Grant from the National Science Foundation's Mathematical and Physical Sciences program (CFDA 47.049) to develop semi-parametric statistical techniques for integrating external data into primary studies across heterogeneous populations. The three-year award running from July 1, 2023 to June 30, 2026 will support research to build a suite of statistically sound methods allowing incorporation of information from one population into...
- The University of Wisconsin-Madison received a $276,000 National Science Foundation Project Grant under the Mathematical and Physical Sciences program (CFDA 47.049) for the period of September 1, 2021 through August 31, 2024. The grant funding will support research related to averaging, spectral multipliers, sparse domination and subelliptic operators. As part of its mission to promote progress in the mathematical and physical sciences, the NSF Mathematical and Physical Sciences program provides...
The National Science Foundation Division of Mathematical Sciences awarded the University of Wisconsin–Madison $241,200 on August 1, 2026, under the Mathematical and Physical Sciences program (CFDA 47.049) to develop novel statistical learning and data embedding tools using spectral techniques rooted in matrix factorizations, truncations, and perturbations, with emphasis on robustness, inference, and modeling. The research program spans methodology, theory, and applications with interdisciplinary contributions in statistics, psychiatry, electrical engineering, and biology. Deliverables include a monograph on spectral techniques for data analysis, publicly available software, educational materials, and data visualizations. The program will develop flexible nonparametric procedures for clustering and dimension reduction in complex heterogeneous data settings and create computational tools grounded in the statistical foundations of modern data acquisition, storage, and generative AI systems. The investigators will mentor undergraduate and graduate students and foster connections between large research universities and small liberal arts colleges. The award period runs through July 31, 2031, with place of performance at Madison, Wisconsin. This is a Project Grant, classified as assistance funding.
Mod # | Description | ReasonForModification | Federal Obligation | Date |
|---|---|---|---|---|
| Not listed | $241.2k | 7/24/26 |