Pushdown Colored Petri Nets model Rust's ownership, borrowing, and lifetime constraints to synthesize valid and safe call sequences from API signatures.
In: Proceedings of the 36th International Conference on Software Engineering
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Empirical analysis of 338 PRs with self-admitted ChatGPT usage shows low full integration (median 25%), selective adaptation patterns, and broader influence on developer reasoning during reviews.
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A Synthesis Method of Safe Rust Code Based on Pushdown Colored Petri Nets
Pushdown Colored Petri Nets model Rust's ownership, borrowing, and lifetime constraints to synthesize valid and safe call sequences from API signatures.
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PatchTrack: A Comprehensive Analysis of ChatGPT's Influence on Pull Request Outcomes
Empirical analysis of 338 PRs with self-admitted ChatGPT usage shows low full integration (median 25%), selective adaptation patterns, and broader influence on developer reasoning during reviews.