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Prediction certification cannot replace explanation certification: a competence

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1 SIGNALFIRST DETECTED 24 August 2026
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20 Jul
Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI

arXiv:2607.15992v1 Announce Type: new Abstract: Over the past decade, responsible AI (RAI) has produced a substantial body of practice for identifying and mitigating the risks AI

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26 Aug
A Formal Methodological Framework for Auditing Robustness and Fidelity in Explainable AI: From Application to Trust Certification

arXiv:2608.23817v1 Announce Type: new Abstract: SHAP and LIME are now standard tools for interpreting black-box predictions, yet their outputs can vary substantially when the

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25 Apr
Bounding the Black Box: A Statistical Certification Framework for AI Risk Regulation

arXiv:2604.21854v1 Announce Type: new Abstract: Artificial intelligence now decides who receives a loan, who is flagged for criminal investigation, and whether an autonomous

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27 Mar
The Competence Shadow: Theory and Bounds of AI Assistance in Safety Engineering

arXiv:2603.25197v1 Announce Type: new Abstract: As AI assistants become integrated into safety engineering workflows for Physical AI systems, a critical question emerges: does AI

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17 Aug
Explanation Multiplicity: Circuit-Level Interpretability Evidence Does Not Survive Defensible Analytic Variation

arXiv:2608.13754v1 Announce Type: new Abstract: The EU AI Act requires providers of high-risk systems to file technical documentation describing how the system reaches its

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13 Aug
Local verification cannot detect non-transportability: a cohomological theory of context preservation in agentic reasoning

arXiv:2608.11252v1 Announce Type: new Abstract: Agentic AI systems routinely transport conclusions across biological, clinical and financial contexts, and the emerging safeguard

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