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A Pointer-Ownership Model for C Inspired by Rust

Talkat LCTES 2026 · 2026-06-15..06-16· [machine-learning]
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An end-to-end system builds per-function P models (ownership + lifetimes), uses an LLM-assisted builder to fill models, and checks them with a SAT solver that returns unsat cores. Implementation analyzes 4,604 Juliet C examples for five temporal-CWE classes, flagging all memory-unsafe cases and classifying 81% of the 2,302 safe examples as safe. On a real utility (dos2unix) the LLM labels 159 of 169 pointers correctly (94.1%); hallucinations produce unsat cores rather than false negatives.

AI-written summary · about

  1. 0:00Pointer ownership in C
  2. 1:49Formal methods beyond academia
  3. 4:01Pointer ownership examples
  4. 6:11Building P model
  5. 8:19Testing with real-world code
  6. 11:30Juliet test results
  7. 15:01LLM builder and SAT solver
  8. 16:31Future work
  9. 17:56Conclusion
  10. 18:38Q&A
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