2 papers
cs.AI2025
A Framework for Causal Concept-based Model Explanations
Anna Rodum Bjøru, Jacob Lysnæs-Larsen, Oskar Jørgensen +2
This work presents a conceptual framework for causal concept-based post-hoc Explainable Artificial Intelligence (XAI), based on the requirements that explanations for non-interpret…
cs.AI2025
Causal computations in Semi Markovian Structural Causal Models using divide and conquer
Anna Rodum Bjøru, Rafael Cabañas, Helge Langseth +1
Recently, Bjøru et al. proposed a novel divide-and-conquer algorithm for bounding counterfactual probabilities in structural causal models (SCMs). They assumed that the SCMs were l…