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#distributed-machine-learning News & Analysis

2 articles tagged with #distributed-machine-learning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · 6h ago7/10
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GuidaPA: Privacy-Preserving Chatbot for Public Administration via Federated Learning

GuidaPA is a privacy-preserving chatbot for Italian public administration that uses federated learning to train on sensitive documentation without centralizing data. The system achieves comparable performance to traditional centralized fine-tuning while keeping sensitive data distributed across agency servers, demonstrating federated learning's viability for regulated institutional deployments.

AINeutralarXiv – CS AI · 6h ago6/10
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Multi-Agent Conformal Prediction with Personalized Statistical Validity

Researchers propose personalized federated weighted conformal prediction (PFWCP), a framework that enables reliable uncertainty quantification across multiple agents while preserving privacy and handling data heterogeneity. The method provides statistical validity guarantees for individual participants rather than only aggregate averages, with practical applications in distributed machine learning systems.