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Author

Naveed Akram

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Review Open access 2026

Virtual Continuous Testbeds with LLM-Based Test Case Generation: Toward Closed-Loop Validation of Safety-Critical Systems

: This paper presents an automated approach to deriving informal test cases from Requirements Interchange Format (ReqIF)-structured system requirements based on general-purpose Large Language Models (LLMs) with integrated linkage to test evidences based on Digital Dependability Identities (DDIs). Our method enables sce...

Adam Bachorek, Stefan Schwenk, Naveed Akram et al. · 0 citations
Open access Aug 2026

Boosted training strategy for physics-informed neural networks in modeling non-linear computer virus dynamics with vertical transmission

A Physics-Informed Neural Network based framework for an e-epidemic SI1I2R model of computer-virus spread that incorporates a possibly transmissible class, an amply transmissible class, and direct transmission, allowing nodes to be initially compromised without contact is developed.

Jamshaid Ul Rahman, Shanza Shabeer, Noreen Mustafa et al. · 0 citations

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