~/talk

Optimizing Input Minimization in Kernel Fuzzing

Talkat USENIX ATC '25 · 2025-07-07..07-09· [security, testing]
name:Hui Guo
links:none on file
name:Hao Sun
links:none on file
links:none on file
name:Ting Su
links:none on file
links:none on file
links:none on file
slides:none on file

Introduces SyzMini, a Syzkaller patch that implements influence-guided call removal and type-informed argument simplification to cut minimization executions. Evaluation shows SyzMini reduces minimization cost by 60.7%, raises branch coverage ~12.5%, and finds 1.7–2× more unique bugs; on upstream Linux it finds 13 previously unknown bugs (four already fixed). Implementation and code are available at https://github.com/ecnusse/SyzMini.

AI-written summary · about

  1. 0:00Kernel fuzzing introduction
  2. 5:17Minimization cost in fuzzers
  3. 7:12Optimization strategies
  4. 12:20Implementation analysis
  5. 13:01Linux kernel evaluation
  6. 15:35Applicability across fuzzers
  7. 17:44Open source conclusion
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