#causal-attribution News & Analysis

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

3 articles

AI × CryptoBullisharXiv – CS AI · May 17/10

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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 · May 276/10

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Certified Causal Attribution for Real-Time Attack Forensics in 6G Network Slicing

Researchers introduce DA-GC, a certified causal attribution framework for detecting cross-slice attacks in 6G networks within strict 100ms latency constraints. The system combines resource-conditioned Granger causality with a formal Resource Contention Model to distinguish genuine attack propagation from spurious correlations caused by shared infrastructure, achieving 89.2% accuracy with mathematical proof of statistical validity.

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