AI RESEARCH
Efficient Counterfactual Reasoning in ProbLog via Single World Intervention Programs
arXiv CS.AI
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ArXi:2603.20505v1 Announce Type: new Probabilistic Logic Programming (PLP) languages, like ProbLog, naturally reasoning under uncertainty, while maintaining a declarative and interpretable framework. Meanwhile, counterfactual reasoning (i.e., answering ``what if'' questions) is critical for ensuring AI systems are robust and trustworthy; however, integrating this capability into PLP can be computationally prohibitive and unstable in accuracy.