TAG ARCHIVE

loss-functions

1 MARIA OS blog articles tagged loss-functions, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

Responsibility Gates and AI Governance

Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.

Evidence, RAG, and Knowledge Governance

Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.

Safety & GovernanceJanuary 2, 202636 min read

Mathematical Criteria for RiskTier Design: Impact, Irreversibility, and Regulatory Pressure

A principled scoring function T(d) = f(impact, irreversibility, regulation) with rational threshold derivation and domain calibration

Risk tiers in AI governance are often assigned heuristically. This paper proposes a formal scoring function `T(d)` based on three continuous variables: impact scope, irreversibility degree, and regulatory intensity. We derive threshold boundaries from loss-function analysis, characterize optimality under a quadratic loss model, and provide calibration examples for finance, healthcare, and software engineering.

risk-tiersscoring-functionsthreshold-designregulatory-compliancedecision-classificationloss-functions