// Towards Data Science · 30 March 2026

Explainable AI in Production: A Neuro-Symbolic Model for Real-Time Fraud Detection

SHAP needs 30 ms to explain a fraud prediction. That explanation is stochastic, runs after the decision, and requires a background dataset you have to maintain at inference time. This article benchmarks a neuro-symbolic model that produces a deterministic, human-readable explanation in 0.9 ms — as a...

Towards Data Science

@towards-data-science · Emmimal P Alexander

towardsdatascience.com

Towards Data Science@towards-data-science