Multiple Physics Pretraining
One transformer learns the dynamics of many different equations at once and adapts to systems it has never seen.
- Made by
- Michael McCabe, Bruno Régaldo-Saint Blancard, Liam Parker and others (Polymathic AI)
- Field
- Simulation and fluids
- Learns from
- Fluid simulations of several physical systems
- Size
- 7.6M to 116M parameters
- Open weights
- Yes, MIT (code)
- First public
- Oct 2023
- Source
- arxiv.org/abs/2310.02994
How it relates to Flare
Early evidence that pretraining across physics pays off, the idea CERN and Mistral say could later reach other sciences.
Links
Every figure here is from the source above, checked 17 October 2026. Something changed? Email [email protected].