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Proof by induction plays a critical role in formal verification and mathematics at large. However, its automation remains as one of the long-standing challenges in Computer Science. To address this problem, we developed sem_ind. Given…

Programming Languages · Computer Science 2021-05-11 Yutaka Nagashima

The problem of software fault localization may be viewed as an approach for finding hidden faults or bugs in the existing program codes which are syntactically correct and give fault free output for some input instances but fail for all…

Software Engineering · Computer Science 2016-05-09 Vangipuram Radhakrishna

Existing research on single-machine scheduling is largely focused on exact algorithms, which perform well on typical instances but can significantly deteriorate on certain regions of the problem space. In contrast, data-driven approaches…

Machine Learning · Computer Science 2025-10-08 Nikolai Antonov , Prěmysl Šůcha , Mikoláš Janota , Jan Hůla

Nowadays, Recommender Systems have become a comprehensive system for helping and guiding users in a huge amount of data on the Internet. Collaborative Filtering offers to active users based on the rating of a set of users. One of the…

Information Retrieval · Computer Science 2019-10-01 Mostafa Khalaji , Chitra Dadkhah

Software behavioral models have proven useful for emulating and testing software systems. Many techniques have been proposed to infer behavioral models of software systems from their interaction traces. The quality of the inferred model is…

Software Engineering · Computer Science 2021-05-25 Muhammad Ashad Kabir , Jun Han , Md. Arafat Hossain , Steve Versteeg

During code reviews, an essential step in software quality assurance, reviewers have the difficult task of understanding and evaluating code changes to validate their quality and prevent introducing faults to the codebase. This is a tedious…

Software Engineering · Computer Science 2024-05-14 Doriane Olewicki , Sarra Habchi , Bram Adams

Heuristic evaluation is a widely used method in Human-Computer Interaction (HCI) to inspect interfaces and identify issues based on heuristics. Recently, Large Language Models (LLMs), such as GPT-4o, have been applied in HCI to assist in…

Human-Computer Interaction · Computer Science 2026-05-12 Guilherme Guerino , Luiz Rodrigues , Bruna Capeleti , Rafael Ferreira Mello , André Freire , Luciana Zaina

Accurate identification of software vulnerabilities is crucial for system integrity. Vulnerability datasets, often derived from the National Vulnerability Database (NVD) or directly from GitHub, are essential for training machine learning…

Bug localization is an important aspect of software maintenance because it can locate modules that should be changed to fix a specific bug. Our previous study showed that the accuracy of the information retrieval (IR)-based bug localization…

Software Engineering · Computer Science 2021-05-07 Aoi Takahashi , Natthawute Sae-Lim , Shinpei Hayashi , Motoshi Saeki

The Aviation Safety Reporting System collects voluntarily submitted reports on aviation safety incidents to facilitate research work aiming to reduce such incidents. To effectively reduce these incidents, it is vital to accurately identify…

Computation and Language · Computer Science 2014-01-20 Muhammad Arshad Ul Abedin , Vincent Ng , Latifur Khan

Large Language Models (LLMs) are increasingly used to generate summaries of software bug reports, including sections such as Steps-to-Reproduce (S2R), Actual Behavior (AB), and Expected Behavior (EB). However, these models frequently…

Software Engineering · Computer Science 2026-05-26 Hinduja Nirujan , Shreyas Patil , Abdallah Ayoub , Ahmad Abdel Latif , Gouri Ginde

Commit message generation (CMG) is a challenging task in automated software engineering that aims to generate natural language descriptions of code changes for commits. Previous methods all start from the modified code snippets, outputting…

Software Engineering · Computer Science 2023-09-29 Liran Wang , Xunzhu Tang , Yichen He , Changyu Ren , Shuhua Shi , Chaoran Yan , Zhoujun Li

We describe a system called Qr-Hint that, given a (correct) target query Q* and a (wrong) working query Q, both expressed in SQL, provides actionable hints for the user to fix the working query so that it becomes semantically equivalent to…

Databases · Computer Science 2024-04-09 Yihao Hu , Amir Gilad , Kristin Stephens-Martinez , Sudeepa Roy , Jun Yang

Composite commits, which entangle multiple unrelated concerns, are prevalent in software development and significantly hinder program comprehension and maintenance. Existing automated untangling methods, particularly state-of-the-art graph…

Software Engineering · Computer Science 2026-01-06 Kangchen Zhu , Zhiliang Tian , Shangwen Wang , Mingyue Leng , Xiaoguang Mao

The system operators usually need to solve large-scale unit commitment problems within limited time frame for computation. This paper provides a pragmatic solution, showing how by learning and predicting the on/off commitment decisions of…

Optimization and Control · Mathematics 2024-03-19 Farzaneh Pourahmadi , Jalal Kazempour

Fuzzing is an automated software testing technique broadly adopted by the industry. A popular variant is mutation-based fuzzing, which discovers a large number of bugs in practice. While the research community has studied mutation-based…

Software Engineering · Computer Science 2022-10-24 Patrick Jauernig , Domagoj Jakobovic , Stjepan Picek , Emmanuel Stapf , Ahmad-Reza Sadeghi

Purpose: To explore whether comments could be used as an assistant tool for heuristic decision-making, especially in cases where missing, incomplete, uncertain, or even incorrect evidence is acquired. Methods: Six COVID-19 drug candidates…

Information Retrieval · Computer Science 2021-12-22 Shuang Wang , Jian Du

Locating bugs is an important, but effort-intensive and time-consuming task, when dealing with large-scale systems. To address this, Information Retrieval (IR) techniques are increasingly being used to suggest potential buggy source code…

Software Engineering · Computer Science 2021-08-31 Abdul Razzaq , Jim Buckley , James Vincent Patten , Muslim Chochlov , Ashish Rajendra Sai

Evaluating the performance of heuristic optimisation algorithms is essential to determine how well they perform under various conditions. Recently, the BIAS toolbox was introduced as a behaviour benchmark to detect structural bias (SB) in…

Neural and Evolutionary Computing · Computer Science 2023-04-05 Bas van Stein , Diederick Vermetten , Fabio Caraffini , Anna V. Kononova

Version control systems are commonly used to manage open-source software, in which each commit may introduce new vulnerabilities or fix existing ones. Researchers have developed various tools for detecting vulnerabilities in code commits,…

Software Engineering · Computer Science 2025-01-08 Zhaonan Wu , Yanjie Zhao , Chen Wei , Zirui Wan , Yue Liu , Haoyu Wang
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