TAG ARCHIVE
fairness
2 MARIA OS blog articles tagged fairness, organized as a Bonginkan topic archive for search engines and LLM retrieval.
Agentic Company Architecture
Research on human-agent organizations, delegation boundaries, role topology, and governed autonomy.
Responsibility Gates and AI Governance
Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.
Multi-Agent Mathematics
Formal models for convergence, stability, game theory, graph dynamics, and multi-agent evaluation.
Pricing Responsibility in Retail AI: Welfare-Constrained Dynamic Pricing with Fail-Closed Gates
A formal framework for ensuring AI-driven pricing decisions preserve consumer welfare through responsibility gates and counterfactual fairness constraints
Dynamic pricing algorithms optimize revenue in real time, but unconstrained optimization can increase vulnerability and unfair outcomes. This paper introduces a Pricing Responsibility Gate that evaluates each price change against welfare constraints, fairness criteria, and reversibility conditions, so AI pricing can remain within explicit governance boundaries while preserving business value.
Fairness Score Design for Insurance AI: Discrimination Detection Through Correlation Matrix Analysis
Evaluating algorithmic discrimination in insurance pricing and underwriting using correlation matrices and responsibility-gated fairness enforcement
Insurance AI systems can inherit historical bias from training data. Detecting discrimination requires more than demographic-parity checks, including analysis of indirect pathways between protected attributes and pricing features. This paper introduces a correlation-matrix-based fairness score to detect direct and proxy discrimination, paired with gate-based enforcement before decisions reach customers.