Author

M. Arief

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#artificial intelligence Preprint Sep 2026

A Closed-Loop Evaluation of Capability Loss and Recovery in Compressed Driving Policies

This study provides an empirical analysis aiming to answer the currently active discussions on how to accept a compressed driving policy, so as to achieve a safe and statistically reliable deployment of automated driving functions.

Ahmad Alfan Alfian Irfan, Nur Ahmad Khatim, M. Arief · 0 citations

Preprint Jul 2026

Integrating High-Level Requirements to Low-Level Tests with Machine-Readable V&V Specifications

VNVSpec, an open-source framework that makes V&V specifications machine-readable and executable, is introduced, which can handle up to 10,000 requirements and is evaluated by self-application, in which it is continuously assessed in CI against its own specification.

M. Arief, Nur Ahmad Khatim, Ali Akarma et al. · 0 citations