Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations.
Nabeel SeedatFergus ImrieAlexis BellotZhaozhi QianMihaela van der SchaarPublished in: ICML (2022)
Keyphrases
- differential equations
- dynamical systems
- ordinary differential equations
- mathematical modeling
- boundary value problem
- numerical solution
- control theory
- optimal control problems
- network architecture
- neural network
- transmission line
- numerical methods
- state space
- dynamic systems
- sufficient conditions
- markov processes
- nonlinear differential equations
- stochastic processes
- partial differential equations
- natural images
- dynamic programming
- learning algorithm
- machine learning