From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems 事件

From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems arXiv:2605.23955v1 Announce Type: new Abstract: Deploying machine learning in regulated financial environments -- credit risk, fraud detection, and anti-money laundering -- exposes critical vulnerabilities in algorithmic reproducibility. While early financial ML addressed statistical challenges such as backtest overfitting, deep neural networks and Generative AI have introduced mechanical nondeterminism rooted in har