A composite multi-proxy framework detects harmful drift in label-free risk decision systems and enables graduated governance alerts.
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A new evidence sufficiency model with four dimensions and seven proxy categories enables monitoring of ML risk systems under delayed ground truth, detecting covariate and mixed drift but not concept drift without feature changes.
Synthesizes a governance evidence framework revealing a coverage gradient from full auditability in rule engines to structural breaks in agentic AI, with a cascade of uncertainty and four formal propositions.
citing papers explorer
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Label-Free Detection of Governance Evidence Degradation in Risk Decision Systems
A composite multi-proxy framework detects harmful drift in label-free risk decision systems and enables graduated governance alerts.
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Evidence Sufficiency Under Delayed Ground Truth: Proxy Monitoring for Risk Decision Systems
A new evidence sufficiency model with four dimensions and seven proxy categories enables monitoring of ML risk systems under delayed ground truth, detecting covariate and mixed drift but not concept drift without feature changes.
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Governed Auditable Decisioning Under Uncertainty: Synthesis and Agentic Extension
Synthesizes a governance evidence framework revealing a coverage gradient from full auditability in rule engines to structural breaks in agentic AI, with a cascade of uncertainty and four formal propositions.