#welfare-economics News & Analysis

2 articles tagged with #welfare-economics. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

GeneralNeutralarXiv – CS AI · Jun 106/10

📰

GAGI: A Gini-Adjusted GDP-per-Capita Index for Distribution-Aware Macroeconomic Welfare Monitoring

Researchers introduce GAGI (Gini-Adjusted GDP-per-Capita Index), a new macroeconomic monitoring metric that accounts for income inequality and inflation alongside GDP growth. Analysis of G7 economies from 2010-2026 reveals that welfare-adjusted prosperity has diverged significantly from headline GDP, with the gap widening sharply after 2022, suggesting traditional GDP metrics mask distributional harm from technological change.

AINeutralarXiv – CS AI · Apr 156/10

🧠

GF-Score: Certified Class-Conditional Robustness Evaluation with Fairness Guarantees

Researchers introduce GF-Score, a framework that evaluates neural network robustness across individual classes while measuring fairness disparities, eliminating the need for expensive adversarial attacks through self-calibration. Testing across 22 models reveals consistent vulnerability patterns and shows that more robust models paradoxically exhibit greater class-level fairness disparities.