Challenge

CausalDynamics are constructed to solve the following dynamical causal challenges:

1️⃣ Large Complex Graph. Our algorithm allows users to generate arbitrarily large and complex graphs.

2️⃣ Unobserved Confounder. Represents partially observed or unresolved variables common in dynamical systems.

3️⃣ Time-Lags. Captures multi-scale temporal interactions.

4️⃣ Control for Varsortability. Prevents ordering-based exploitation from algorithms.

5️⃣ Flexible Drivers. This includes functional (e.g., sinusoidal) or dynamical drivers (e.g., Lorenz system).