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cs.AI2022★ 3 cited
From Statistical to Causal Learning
Bernhard Schölkopf, Julius von Kügelgen
We describe basic ideas underlying research to build and understand artificially intelligent systems: from symbolic approaches via statistical learning to interventional models rel…
cs.AI2022★ 3 cited
Causal Inference Through the Structural Causal Marginal Problem
Luigi Gresele, Julius von Kügelgen, Jonas M. Kübler +3
We introduce an approach to counterfactual inference based on merging information from multiple datasets. We consider a causal reformulation of the statistical marginal problem: gi…