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#trust-framework News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Mar 56/10
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From Privacy to Trust in the Agentic Era: A Taxonomy of Challenges in Trustworthy Federated Learning Through the Lens of Trust Report 2.0

Researchers propose Trustworthy Federated Learning (TFL) framework that treats trust as a continuously maintained system condition rather than static property, addressing challenges in AI systems with autonomous decision-making. The framework introduces Trust Report 2.0 as a privacy-preserving coordination blueprint for multi-stakeholder governance in federated learning deployments.

AINeutralarXiv – CS AI · May 46/10
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Skills as Verifiable Artifacts: A Trust Schema and a Biconditional Correctness Criterion for Human-in-the-Loop Agent Runtimes

Researchers propose a trust framework for AI agent skills—reusable code packages that extend language models—treating them as untrusted by default until verified. The approach introduces verification levels, capability gates, and correctness criteria to enable sustainable human-in-the-loop oversight without operational bottlenecks.