When to Trust: A Causality-Aware Calibration Framework for Accurate Knowledge Graph Retrieval-Augmented Generation. - Jing Ren 001; Bowen Li 012; Ziqi Xu 001; Xinkun Zhang; Haytham Fayek; Xiaodong Li 001 (CoRR, 2026)