2 papers
cs.LG2026
The Minimal Search Space for Conditional Causal Bandits
Francisco N. F. Q. Simoes, Itai Feigenbaum, Mehdi Dastani +1
Causal knowledge can be used to support decision-making problems. This has been recognized in the causal bandits literature, where a causal (multi-armed) bandit is characterized by…
cs.LG2025
The Causal Information Bottleneck and Optimal Causal Variable Abstractions
Francisco N. F. Q. Simoes, Mehdi Dastani, Thijs van Ommen
To effectively study complex causal systems, it is often useful to construct abstractions of parts of the system by discarding irrelevant details while preserving key features. The…