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cs.AI2024
CausalPlayground: Addressing Data-Generation Requirements in Cutting-Edge Causality Research
Andreas W M Sauter, Erman Acar, Aske Plaat
Research on causal effects often relies on synthetic data due to the scarcity of real-world datasets with ground-truth effects. Since current data-generating tools do not always me…
cs.AI2024★ 1 cited
CAGE: Causality-Aware Shapley Value for Global Explanations
Nils Ole Breuer, Andreas Sauter, Majid Mohammadi +1
As Artificial Intelligence (AI) is having more influence on our everyday lives, it becomes important that AI-based decisions are transparent and explainable. As a consequence, the…