Exploratory study of vibe-coded projects shows variability is bound at generation time; proposes VbR as an SPL method using LLMs to generate variant-specific code from specifications.
Abeywickrama, Michael Fisher, Frederic Wheeler, and Louise Dennis
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Presents a method to dynamically adapt probabilistic models for autonomous systems outside their ODD with formal verification and guarantees on improved reliability.
citing papers explorer
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Where Did the Variability Go? From Vibe Coding to Product Lines by Regeneration
Exploratory study of vibe-coded projects shows variability is bound at generation time; proposes VbR as an SPL method using LLMs to generate variant-specific code from specifications.
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Formally Guaranteed Control Adaptation for ODD-Resilient Autonomous Systems
Presents a method to dynamically adapt probabilistic models for autonomous systems outside their ODD with formal verification and guarantees on improved reliability.