281 citations · 1.2k across the 37 of their papers we have counts for
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cs.AI2020★ 6 cited
Causal Bandits without prior knowledge using separating sets
Arnoud A. W. M. de Kroon, Danielle Belgrave, Joris M. Mooij
The Causal Bandit is a variant of the classic Bandit problem where an agent must identify the best action in a sequential decision-making process, where the reward distribution of…
cs.AI2020★ 4 cited
Conditional independences and causal relations implied by sets of equations
Tineke Blom, Mirthe M. van Diepen, Joris M. Mooij
Real-world complex systems are often modelled by sets of equations with endogenous and exogenous variables. What can we say about the causal and probabilistic aspects of variables…