Fuzz testing (fuzzing) has witnessed its prosperity in detecting security flaws recently. It
generates a large number of test cases and monitors the executions for defects. Fuzzing has …

Fuzzing is an effective and widely used technique for finding security bugs and
vulnerabilities in software. It inputs irregular test data into a target program to try to trigger a …

Program synthesis has been long studied with recent approaches focused on directly using
the power of Large Language Models (LLMs) to generate code. Programming benchmarks …

Fuzz testing has enjoyed great success at discovering security critical bugs in real software.
Recently, researchers have devoted significant effort to devising new fuzzing techniques …

Among the many software testing techniques available today, fuzzing has remained highly
popular due to its conceptual simplicity, its low barrier to deployment, and its vast amount of …

In this work we systematically review the recent advancements in software engineering with
language models, covering 70+ models, 40+ evaluation tasks, 180+ datasets, and 900 …

Fuzzing is a popular technique for finding software bugs. However, the performance of the
state-of-the-art fuzzers leaves a lot to be desired. Fuzzers based on symbolic execution …

Mutation-based fuzzing is one of the most popular vulnerability discovery solutions. Its
performance of generating interesting test cases highly depends on the mutation scheduling …

In recent years, fuzz testing has proven itself to be one of the most effective techniques for
finding correctness bugs and security vulnerabilities in practice. One particular fuzz testing …

Automated software testing based on fuzzing has experienced a revival in recent years.
Especially feedback-driven fuzzing has become well-known for its ability to efficiently …