CaDiCaL 2.0

A Biere, T Faller, K Fazekas, M Fleury… - … on Computer Aided …, 2024 - Springer
The SAT solver CaDiCaL provides a rich feature set with a clean library interface. It has
been adopted by many users, is well documented and easy to extend due to its effective …

[HTML][HTML] Vulnerability detection through machine learning-based fuzzing: A systematic review

SB Chafjiri, P Legg, J Hong, MA Tsompanas - Computers & Security, 2024 - Elsevier
Modern software and networks underpin our digital society, yet the rapid growth of
vulnerabilities that are uncovered within these threaten our cyber security posture …

Search-based testing of reinforcement learning

M Tappler, FC Córdoba, BK Aichernig… - arxiv preprint arxiv …, 2022 - arxiv.org
Evaluation of deep reinforcement learning (RL) is inherently challenging. Especially the
opaqueness of learned policies and the stochastic nature of both agents and environments …

Learning seed-adaptive mutation strategies for greybox fuzzing

M Lee, S Cha, H Oh - 2023 IEEE/ACM 45th International …, 2023 - ieeexplore.ieee.org
In this paper, we present a technique for learning seed-adaptive mutation strategies for
fuzzers. The performance of mutation-based fuzzers highly depends on the mutation …

Murxla: A modular and highly extensible API fuzzer for SMT solvers

A Niemetz, M Preiner, C Barrett - International Conference on Computer …, 2022 - Springer
SMT solvers are highly complex pieces of software with performance, robustness, and
correctness as key requirements. Complementing traditional testing techniques for these …

Vampire getting noisy: Will random bits help conquer chaos?(system description)

M Suda - International Joint Conference on Automated …, 2022 - Springer
Treating a saturation-based automatic theorem prover (ATP) as a Las Vegas randomized
algorithm is a way to illuminate the chaotic nature of proof search and make it amenable to …

BertRLFuzzer: A BERT and reinforcement learning based fuzzer

P Jha, J Scott, JS Ganeshna, M Singh… - arxiv preprint arxiv …, 2023 - arxiv.org
We present a novel tool BertRLFuzzer, a BERT and Reinforcement Learning (RL) based
fuzzer aimed at finding security vulnerabilities for Web applications. BertRLFuzzer works as …

Fuzzing and delta debugging and-inverter graph verification tools

D Kaufmann, A Biere - International Conference on Tests and Proofs, 2022 - Springer
Ensuring correctness of verification tools is equally important as the correctness of the actual
problems they try to establish. In this paper we evaluate automated fuzzing and debugging …

Demystifying performance regressions in string solvers

Y Zhang, X **e, Y Li, Y Lin, S Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Over the past few years, SMT string solvers have found their applications in an increasing
number of domains, such as program analyses in mobile and Web applications, which …

AutoFuzz: automatic fuzzer-sanitizer scheduling with multi-armed bandit

Y Gao, W Zeng, S Liu, Y Zeng - Software Quality Journal, 2025 - Springer
Coverage-guided fuzzing (CGF) is a widely used technique for exposing vulnerabilities in
software. Despite its success, selecting the ideal CGF fuzzer or fuzzer combination for a …