Continual Causal Abstractions

Matej Zečević, Moritz Willig, Florian Peter Busch, Jonas Seng

Abstract: This short paper discusses continually updated causal abstractions as a potential direction of future research. The key idea is to revise the existing level of causal abstraction to a different level of detail that is both consistent with the history of observed data and more effective in solving a given task.