Towards counterfactual logics for machine learning
2023-08-29In this project, I have explored the connections between the informal, but practical, counterfactual explanation generation method and the formal semantic frameworks for counterfactuals. Specifically, I described a restricted notion of soundness and completeness and attempted to prove it for CE generation and variation semantics. I have succeeded in proving soundness but not completeness. Lastly, this paper provides ideas for further investigations in this area, and intuitions how completeness may be still achieved.