We change
the equation.
We recover the equations hidden in noisy data, and the parameters that drive them.
Every system follows rules it never writes down. We recover them from noisy data, turn them into models you can read and trust, and run them fast enough to act on.
What we do
No black boxes. Just mathematics, taken further than you'd expect.
Ultra-fast parameter estimation
Accurate inference in a fraction of the time, even when the data is noisy.
Equation learning
Discover the equations behind a system directly from data.
Coarse graining
Reduce complex systems to the few quantities that matter.
Reduced-order modeling
Fast surrogates for expensive simulations.
Collective dynamics
Learn how populations move, and uncover the structure within them.
Forecasting
Predictive models with calibrated uncertainty.
Where we work
- Enterprise & industrial R&D
- Life sciences & biomedicine
- Energy & climate
- Advanced manufacturing
- Finance & risk
- Research labs & academia
Have a problem worth modeling?
Tell us what you're trying to predict, estimate, or discover.