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Inference of Robust Reachability Constraints

Talkat POPL 2024 · 2024-01-14..01-20· [security]
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Proposes an algorithm that uses theory-agnostic abduction to infer predicates on uncontrolled inputs that guarantee a property is robustly reachable, implemented as a prototype combining symbolic execution and robust symbolic execution over compiled binaries. Claims completeness relative to its inference language and ability to produce weakest constraints; uses robust reachability oracles to test candidates and several pruning strategies to speed search. Evaluated on verification and fault‑injection benchmarks: vanilla symbolic execution flags ~1,700 potential faults, robustly serious cases drop to 118, and some inferred constraints show >5% of inputs remain vulnerable. Artifacts available.

AI-written summary · about

  1. 0:00Robust reachability constraints
  2. 1:55Traditional verification limits
  3. 3:02Bug replicability need
  4. 4:26Memory alignment robustness
  5. 5:28Defining constraints
  6. 6:32Contribution overview
  7. 7:55Constraint generation baseline
  8. 9:18Algorithm optimization
  9. 11:27Binary program evaluation
  10. 12:49Optimization impact
  11. 13:10Security with fault injection
  12. 14:36Conclusion and future
  13. 15:18Q&A: Quantifier elimination
  14. 16:42Q&A: Constraint sufficiency
  15. 17:47Q&A: Recursion limits
  16. 18:08Q&A: Symbolic execution optimization
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