AI RESEARCH

Explainable Heterogeneous Anomaly Detection in Financial Networks via Adaptive Expert Routing

arXiv CS.LG

ArXi:2510.17088v2 Announce Type: replace Financial anomalies arise from heterogeneous mechanisms -- price shocks, liquidity freezes, contagion cascades, and momentum reversals -- yet existing detectors produce uniform scores without revealing which mechanism is failing. This hinders targeted responses: liquidity freezes call for market-making, whereas price shocks call for circuit breakers.