A survey on machine learning techniques for source code analysis
The advancements in machine learning techniques have encouraged researchers to apply
these techniques to a myriad of software engineering tasks that use source code analysis …
these techniques to a myriad of software engineering tasks that use source code analysis …
Peculiar: Smart contract vulnerability detection based on crucial data flow graph and pre-training techniques
Smart contracts with natural economic attributes have been widely and rapidly developed in
various fields. However, the bugs and vulnerabilities in smart contracts have brought huge …
various fields. However, the bugs and vulnerabilities in smart contracts have brought huge …
On the efficiency of test suite based program repair: A systematic assessment of 16 automated repair systems for java programs
Test-based automated program repair has been a prolific field of research in software
engineering in the last decade. Many approaches have indeed been proposed, which …
engineering in the last decade. Many approaches have indeed been proposed, which …
Automated patch correctness assessment: How far are we?
Test-based automated program repair (APR) has attracted huge attention from both industry
and academia. Despite the significant progress made in recent studies, the overfitting …
and academia. Despite the significant progress made in recent studies, the overfitting …
Context-aware code change embedding for better patch correctness assessment
Despite the capability in successfully fixing more and more real-world bugs, existing
Automated Program Repair (APR) techniques are still challenged by the long-standing …
Automated Program Repair (APR) techniques are still challenged by the long-standing …
Trust enhancement issues in program repair
Automated program repair is an emerging technology that seeks to automatically rectify
bugs and vulnerabilities using learning, search, and semantic analysis. Trust in …
bugs and vulnerabilities using learning, search, and semantic analysis. Trust in …
The living review on automated program repair
M Monperrus - 2018 - hal.science
Concept This paper is a living review on automatic program repair 1. Compared to a
traditional survey, a living review evolves over time. I use a concise bullet-list style meant to …
traditional survey, a living review evolves over time. I use a concise bullet-list style meant to …
Cref: An llm-based conversational software repair framework for programming tutors
With the proven effectiveness of L arge L anguage M odels (LLMs) in code-related tasks,
researchers have explored their potential for program repair. However, existing repair …
researchers have explored their potential for program repair. However, existing repair …
Automated patch assessment for program repair at scale
In this paper, we do automatic correctness assessment for patches generated by program
repair systems. We consider the human-written patch as ground truth oracle and randomly …
repair systems. We consider the human-written patch as ground truth oracle and randomly …
Is this change the answer to that problem? correlating descriptions of bug and code changes for evaluating patch correctness
Patch correctness has been the focus of automated program repair (APR) in recent years
due to the propensity of APR tools to generate overfitting patches. Given a generated patch …
due to the propensity of APR tools to generate overfitting patches. Given a generated patch …