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Raise or Check? Predicting the Necessity of Additional Fuzzing for Continuous Fuzzing

Riku Kato, Tatsuya Shirai, Olivier Nourry, Yutaro Kashiwa, Kenji Fujiwara, Yasutaka Kamei, Hajimu Iida · 2026 · arXiv

DOI: 10.48550/arXiv.2610.27828 · open-access PDF

Portuguese

O fuzzing contínuo é usado para a detecção de vulnerabilidades no software de código aberto (OSS). Serviços de grande escala, como o OSS-Fuzz do Google, confundem mais de 1.300 projetos e revelaram mais de 10.000 vulnerabilidades. Apesar disso, muitas vezes existe um atraso de tempo considerável entre quando uma vulnerabilidade é introduzida e quando é detectada (ou seja, a janela de exposição). Dado o custo computacional de fuzzing adicional, pretendemos alocar recursos de fuzzing de forma eficiente usando estimativas de risco de vulnerabilidade. Proponemos o RAISE (Risk-Aware Intensive Supplemental Execution Framework), um framework Just-In-Time (JIT).

Machine translation (Meta M2M100); the English original follows.

Abstract

Continuous fuzzing is used for vulnerability detection in Open Source Software (OSS). Large-scale services such as Google's OSS-Fuzz fuzz over 1,300 projects and have revealed more than 10,000 vulnerabilities. Despite this, a considerable time lag often exists between when a vulnerability is introduced and when it is detected (i.e., the window of exposure). Given the computational cost of additional fuzzing, we aim to allocate fuzzing resources efficiently using vulnerability-risk estimates. We propose RAISE (Risk-Aware Intensive Supplemental Execution Framework), a Just-In-Time (JIT) framewor

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