The use of large language models for code generation is a rapidly growing trend in software
development. However, without effective methods for ensuring the correctness of generated …

Smart contracts are susceptible to critical vulnerabilities. Hybrid dynamic analyses, such as
concolic execution assisted fuzzing and foundation model assisted fuzzing, have emerged …

Symbolic execution is a key technology in software testing, which generates test cases by
collecting symbolic path constraints and then solving constraints with SMT solvers. Symbolic …

Loop invariant inference, a key component in program verification, is a challenging task due
to the inherent undecidability and complex loop behaviors in practice. Recently, machine …

Proof-oriented programs mix computational content with proofs of program correctness.
However, the human effort involved in programming and proving is still substantial, despite …

Ensuring correctness is crucial for code generation. Formal verification offers a definitive
assurance of correctness, but demands substantial human effort in proof construction and …

Vulnerability propagation in software systems is always one of the most important problems
in software reliability analysis. Previous methods primarily relied on the calling relationships …