Research map / Large language models / Agents, code and math
DeepFuzz: Automatic Generation of Syntax Valid C Programs for Fuzz Testing
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| DeepFuzz generated tests vs Csmith | GCC test suite augmentation · GCC-5 | line coverage: +0.45% vs +7.14% | Helped |
| DeepFuzz generated tests vs Csmith | LLVM test suite augmentation · Clang-3 | branch coverage: +0.24% vs +7.57% | Helped |
| sampling next char instead of greedy (NoSample) (ablation) | DeepFuzz · GCC test suite seeds | pass rate | Hurt |
| sampling (Sample) instead of greedy (ablation) | DeepFuzz G2 · GCC-5 | line coverage improvement: 5.41% -> 7.76% | Helped |
| insert at multiple locations (G2) instead of one location (G1) (ablation) | DeepFuzz SampleSpace · GCC-5 | function coverage improvement: 0.17% -> 2.44% | Helped |
| replace lines (G3) instead of insert (G1) (ablation) | DeepFuzz NoSample · GCC test suite seeds | pass rate: 82.63 -> 73.23 | Hurt |
| train beyond 30 epochs (ablation) | DeepFuzz · GCC test suite seeds | pass rate | Hurt |
Closest papers by meaning
- CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer (ICML 2026 · similarity 0.84)
- ComBack: A Versatile Dataset for Enhancing Compiler Backend Development Efficiency (NeurIPS 2024 · similarity 0.83)
- Teaching Large Language Models to Self-Debug (ICLR 2024 · similarity 0.83)
- CLEVER: A Curated Benchmark for Formally Verified Code Generation (NeurIPS 2025 · similarity 0.83)
- Training Language Models on Synthetic Edit Sequences Improves Code Synthesis (ICLR 2025 · similarity 0.83)
- Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation (NeurIPS 2024 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.