# Collaborative Research: Towards High-Fidelity Generative Mean Flow Models: A Theory-Validation Feedback Loop for Scientific Machine Learning

**Budget Signal Score:** 40/100

| Field | Value |
|---|---|
| Institution | University of Wisconsin-Madison |
| Location | MADISON, WI |
| Project | Collaborative Research: Towards High-Fidelity Generative Mean Flow Models: A Theory-Validation Feedback Loop for Scientific Machine Learning |
| Award amount | $250,000 |
| Obligated so far | $250,000 |
| Awarded | 2026-07-31 |
| Period | 2026-09-01 to 2029-08-31 |
| Program | OFFICE OF MULTIDISCIPLINARY AC |
| Directorate / division | MPS / MMS |
| Award ID | 2608503 |

## Why this score
- Award of $250,000.
- Equipment- and compute-heavy field.

Source: U.S. National Science Foundation Awards API (https://www.nsf.gov/awardsearch/showAward?AWD_ID=2608503). Last refreshed: 2026-11-04T18:13:44.963Z.
Award data comes from the NSF Awards API and may be amended by NSF. Institution-level only; investigator contact details are not included. Informational only.