Original ResearchPublished 3 September 2026HK-DeepIV: heat-kernel geometric diagnostics and early-warning signals for curvature-induced interference in financial correlation networksNtebogang Dinah MorokeFrontiers in Big Datadoi 10.3389/fdata.2026.1925931