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#causal-attribution News & Analysis

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

2 articles
AI × CryptoBullisharXiv – CS AI · 3d ago7/10
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TRUST: A Framework for Decentralized AI Service v.0.1

Researchers introduce TRUST, a decentralized framework for auditing Large Reasoning Models and Multi-Agent Systems using hierarchical directed acyclic graphs, a causal attribution protocol, and multi-tier consensus mechanisms. The system achieves 72.4% accuracy in verification while maintaining privacy and preventing single points of failure, enabling tamper-proof auditing, leaderboards, and autonomous agent governance.

AINeutralarXiv – CS AI · Mar 175/10
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Jacobian Scopes: token-level causal attributions in LLMs

Researchers introduce Jacobian Scopes, a new gradient-based method for interpreting how individual tokens influence Large Language Model predictions. The technique uses perturbation theory and information geometry to reveal model biases, translation strategies, and learning mechanisms, with open-source implementations and an interactive demo available.

🏢 Hugging Face