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cs.SE2026
LLM Non-Determinism in Deterministic Processes: A Controlled Variation Space for Constraining the Propagation of Non-Determinism
Paul Darius Mandl, Peter Mandl, Martin Häusl
Large Language Models are increasingly used in software development processes that rely on defined states, rules, and approvals. This creates a tension between the flexibility of L…
cs.SE2026
A Ground-Truth-Based Evaluation of Vulnerability Detection Across Multiple Ecosystems
Peter Mandl, Paul Mandl, Martin Häusl +1
Automated vulnerability detection tools are widely used to identify security vulnerabilities in software dependencies. However, the evaluation of such tools remains challenging due…