Kenji Mori

Adaptive Cloud-Native Fraud Detection via Uncertainty-Aware Dynamic Model Routing

UDMR is proposed, an uncertainty-aware dynamic model routing framework that invokes a fast-linear scorer for every transaction and routes only high-risk, uncertain, or drift-exposed transactions to a heavier expert model, revealing that high routing rates still expose p95/p99 latency to expert-model cost.