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Author

Ahsan Habib Shihab

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2 papers indexed here

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#artificial intelligence Preprint Nov 2026

Trust Responsive Runtime Authorization for Agentic AI with Empirical Characterization of Policy Behavior and Parameter Sensitivity

The Trust Responsive Authorization Policy is empirically characterized, which maps an Authorization Readiness Score (ARS), a weighted combination of runtime trust, operational stability, and contextual risk, onto discrete authorization levels through an asymmetric rule: escalation requires consecutive observations abov...

Ahsan Habib Shihab, Imre Felde, Ramis Akhmedov et al. · 0 citations
Conference Sep 2026

How Many Advisors Are Enough? Predicting Useful Majority-Vote Ensemble Size under Correlated Decision Errors

Combining multiple imperfect advisors via majority vote is a standard way to improve decision reliability, but real advisors’ errors are correlated, which caps achievable accuracy and causes the benefit of additional advisors to saturate. Existing theory, effective-sample-size (ESS) approximations and correlated Condor...

Ahsan Habib Shihab, Aman Mussa, M. Mansurova · 0 citations

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