AIBearisharXiv – CS AI · 3h ago7/10
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From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems
A comprehensive survey reveals that machine learning systems deployed in regulated financial sectors—credit risk, fraud detection, and anti-money laundering—suffer from reproducibility failures caused by hardware-level nondeterminism in neural networks and generative AI. The research quantifies specific vulnerabilities across tabular models, graph networks, and LLM-based workflows, proposing evaluation frameworks to improve auditability in financial AI systems.