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#xai-methods News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Jun 97/10
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Can Global XAI Methods Reveal Injected Behaviours in LLMs? SHAP vs Rule Extraction vs RuleSHAP

Researchers propose RuleSHAP, a novel explainable AI method that combines SHAP analysis with rule induction to detect injected behavioral triggers in large language models. The approach outperforms existing techniques by 82% in identifying belief-driven heuristics that fuel misinformation, offering a practical pathway for auditing LLM safety.

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AINeutralarXiv – CS AI · Apr 146/10
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Explainable Human Activity Recognition: A Unified Review of Concepts and Mechanisms

A comprehensive review examines explainable AI methods for human activity recognition (HAR) systems across wearable, ambient, and physiological sensors. The paper addresses the critical gap between deep learning's performance improvements and the opacity that limits real-world deployment, proposing a unified framework for understanding XAI mechanisms in HAR applications.