Deep learning based vulnerability detection: Are we there yet?

S Chakraborty, R Krishna, Y Ding… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Automated detection of software vulnerabilities is a fundamental problem in software
security. Existing program analysis techniques either suffer from high false positives or false …

Data preparation for software vulnerability prediction: A systematic literature review

R Croft, Y Xie, MA Babar - IEEE Transactions on Software …, 2022 - ieeexplore.ieee.org
Software Vulnerability Prediction (SVP) is a data-driven technique for software quality
assurance that has recently gained considerable attention in the Software Engineering …

Data quality for software vulnerability datasets

R Croft, MA Babar, MM Kholoosi - 2023 IEEE/ACM 45th …, 2023 - ieeexplore.ieee.org
The use of learning-based techniques to achieve automated software vulnerability detection
has been of longstanding interest within the software security domain. These data-driven …

History driven program repair

XBD Le, D Lo, C Le Goues - 2016 IEEE 23rd international …, 2016 - ieeexplore.ieee.org
Effective automated program repair techniques have great potential to reduce the costs of
debugging and maintenance. Previously proposed automated program repair (APR) …

Fixminer: Mining relevant fix patterns for automated program repair

A Koyuncu, K Liu, TF Bissyandé, D Kim, J Klein… - Empirical Software …, 2020 - Springer
Patching is a common activity in software development. It is generally performed on a source
code base to address bugs or add new functionalities. In this context, given the recurrence of …

S3: syntax-and semantic-guided repair synthesis via programming by examples

XBD Le, DH Chu, D Lo, C Le Goues… - Proceedings of the 2017 …, 2017 - dl.acm.org
A notable class of techniques for automatic program repair is known as semantics-based.
Such techniques, eg, Angelix, infer semantic specifications via symbolic execution, and then …

Work practices and challenges in pull-based development: The contributor's perspective

G Gousios, MA Storey, A Bacchelli - Proceedings of the 38th International …, 2016 - dl.acm.org
The pull-based development model is an emerging way of contributing to distributed
software projects that is gaining enormous popularity within the open source software (OSS) …

Avatar: Fixing semantic bugs with fix patterns of static analysis violations

K Liu, A Koyuncu, D Kim… - 2019 IEEE 26th …, 2019 - ieeexplore.ieee.org
Fix pattern-based patch generation is a promising direction in Automated Program Repair
(APR). Notably, it has been demonstrated to produce more acceptable and correct patches …

On the" naturalness" of buggy code

B Ray, V Hellendoorn, S Godhane, Z Tu… - Proceedings of the 38th …, 2016 - dl.acm.org
Real software, the kind working programmers produce by the kLOC to solve real-world
problems, tends to be" natural", like speech or natural language; it tends to be highly …

How often do single-statement bugs occur? the manysstubs4j dataset

RM Karampatsis, C Sutton - … of the 17th International Conference on …, 2020 - dl.acm.org
Program repair is an important but difficult software engineering problem. One way to
achieve acceptable performance is to focus on classes of simple bugs, such as bugs with …