Learn physics from incomplete measurements.

Reconstruct continuous physical fields from sparse sensors.

What if this were enough?

Point measurements around a body in flow.

The physical world is continuous. Our measurements are not.

Grey: never measured.

Learn from what can be measured. Infer what cannot.

Green: being inferred.

Read the paper
  • Harris Abdul Majid
  • Giannis Daras
  • Francesco Tudisco
  • Steven McDonagh

ICML 2026 Workshop on AI for Physics

  • The University of Edinburgh
  • Massachusetts Institute of Technology

Any system. Any partial view.

Wherever dense sensing is expensive, hazardous, slow, or impossible.

  1. Airflowfrom pressure taps
  2. Atmospherefrom scattered stations
  3. Subsurfacefrom four boreholes
  4. Heatfrom one camera's window