#social-welfare News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Jun 16/10

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Social welfare optimisation under institutional reward and punishment

Researchers develop a welfare-centric framework for designing institutional incentives in multi-agent systems, revealing that schemes optimized for cost-efficiency or cooperation rates often fail to maximize total social welfare. The study provides mathematical models and algorithms for reward and punishment mechanisms in social dilemmas, showing when each approach outperforms the other.

AINeutralarXiv – CS AI · Mar 176/10

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Contests with Spillovers: Incentivizing Content Creation with GenAI

Researchers propose the Content Creation with Spillovers (CCS) model to address how GenAI and LLMs create positive spillovers where creators' content can be reused by others, potentially undermining individual incentives. They introduce Provisional Allocation mechanisms to guarantee equilibrium existence and develop approximation algorithms to maximize social welfare in content creation ecosystems.