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CausalKG: Causal Knowledge Graph Explainability Using Interventional and Counterfactual Reasoning
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DOI：10.1109/MIC.2021.3133551.png)
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Humans use causality and hypothetical retrospection in their daily decision-making, planning, and understanding of life events.1 The human mind, while retrospecting a given situation, think about questions such as What was the cause of the given situation?, What would be the effect of my action?, What would have happened if I had taken another action instead?, or Which action led to this effect? The human mind has an innate understanding of causality.15 It develops a causal model of the world, which learns with fewer data points, makes inferences, and contemplates counterfactual scenarios.8 The unseen and unknown scenarios are called counterfactuals.2
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