#shapley-value News & Analysis

3 articles tagged with #shapley-value. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AI × CryptoBullisharXiv – CS AI · May 287/10

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SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks

SwarmHarness proposes a decentralized protocol enabling unused computing resources across personal devices and servers to be shared through a self-organizing network of AI agents without central authority. The system combines peer discovery via DHT, intelligent task routing based on capability and trust metrics, and a Shapley-value-based credit mechanism to align incentives and create a self-regulating participation economy.

AIBullisharXiv – CS AI · Apr 146/10

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A Proposed Biomedical Data Policy Framework to Reduce Fragmentation, Improve Quality, and Incentivize Sharing in Indian Healthcare in the era of Artificial Intelligence and Digital Health

A research paper proposes a comprehensive policy framework for India to address fragmentation in biomedical data sharing by aligning institutional incentives around AI and digital health. The framework recommends recognizing data curation in academic promotions, incorporating open data metrics into institutional rankings, and implementing Shapley Value-based revenue sharing in federated learning—while navigating India's 2023 data protection regulations.

AINeutralarXiv – CS AI · Mar 55/10

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Local Shapley: Model-Induced Locality and Optimal Reuse in Data Valuation

Researchers propose Local Shapley, a new method that dramatically reduces computational complexity in data valuation by focusing only on training data points that actually influence specific predictions. The approach achieves substantial speedups while maintaining accuracy by leveraging model-induced locality properties.