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Decoupling the Ascending and Descending Phases in Abstract Interpretation

Talkat APLAS 2022 · 2022-12-05..12-10
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Decouple the ascending (widening) and descending (narrowing) phases by transfer fixed point to D: compute a fast widening fixpoint on A, map that post‑widening result into a more precise domain D (justified as an instance of A^2I), then run narrowing there. Prototype uses intervals, octagons, polyhedra and the powerset of intervals and shows precision gains in roughly 35–50% of benchmarks while matching the full-precision domain in about 70–86% of cases; the running example drops 32 iterations to 4 with widening and regains precision via two narrowing steps.

AI-written summary · about

  1. 0:00Abstract interpretation intro
  2. 3:39Static analysis and CFGs
  3. 7:10Widening and precision loss
  4. 11:49Fixed-domain limits
  5. 13:58Decoupling phases
  6. 17:53Efficiency vs precision
  7. 19:20Experimental results
  8. 21:49Limitations and future work
  9. 23:59Q&A
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