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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Ming-syan Chen

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Book Open access Aug 2026

Counterfactual Analysis on Large Graphs

This paper proposes Concept-guided Counterfactual Subgraph Retrieval (CCSGR), a dataset-grounded formulation that retrieves from a large graph subgraphs that are structurally and semantically similar to a query but induce different predictions under the same model, yielding domain-valid and verifiable counterfactual ex...

Hsi-Wen Chen, Jian Pei, De-Nian Yang et al. · 0 citations
Book Open access Aug 2026

Counterfactual Analysis on Large Graphs

Counterfactual analysis aims to identify minimal and semantically meaningful changes that alter a model's prediction. Existing perturbation approaches generate counterfactuals by directly editing nodes, edges, or attributes, often producing explanations that are model-dependent and detached from the underlying data dis...

Hsi-Wen Chen, Jian Pei, De-Nian Yang et al. · 0 citations

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