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#shapley-value News & Analysis

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

2 articles
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.