3 papers
math.DS2025
Causal Discovery in Nonlinear Dynamical Systems using Koopman Operators
Adam Rupe, Derek DeSantis, Craig Bakker +2
We present a theory of causality in dynamical systems using Koopman operators. Our theory is grounded on a rigorous definition of causal mechanism in dynamical systems given in ter…
cs.AI2025
Causal identification with
Charles Tapley Hoyt, Craig Bakker, Richard J. Callahan +11
We present the Python package, which implements causal identification algorithms that apply interventional, counterfactual, and transportability queries to data from (randomi…
math.OC2025
Operator-Theoretic Methods for Differential Games
Craig Bakker, Adam T. Rupe, Alexander Von Moll +1
Differential game theory offers an approach for modeling interactions between two or more agents that occur in continuous time. The goal of each agent is to optimize its objective…