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Social recommendation, which seeks to leverage social ties among users to alleviate the sparsity issue of user-item interactions, has emerged as a popular technique for elevating personalized services in recommender systems. Despite being…

Social and Information Networks · Computer Science 2025-08-12 Runhao Jiang , Renchi Yang , Wenqing Lin

While developers increasingly adopt tools powered by large language models (LLMs) in day-to-day workflows, these tools still require explicit user invocation. To seamlessly integrate LLM capabilities to a developer's workflow, we introduce…

Human-Computer Interaction · Computer Science 2025-03-20 Sebastian Zhao , Alan Zhu , Hussein Mozannar , David Sontag , Ameet Talwalkar , Valerie Chen

Modern software development requires developers to find and effectively utilize new APIs and their documentation, but documentation has many well-known issues. Despite this, developers eventually overcome these issues but have no way of…

Human-Computer Interaction · Computer Science 2022-01-12 Amber Horvath , Michael Xieyang Liu , River Hendriksen , Connor Shannon , Emma Paterson , Kazi Jawad , Andrew Macvean , Brad A. Myers

Software engineering is knowledge-intensive and requires software developers to continually search for knowledge, often on community question answering platforms such as Stack Overflow. Such information sharing platforms do not exist in…

Software Engineering · Computer Science 2020-03-17 Sebastian Baltes , Christoph Treude , Martin P. Robillard

Developers often struggle to navigate an Open Source Software (OSS) project's issue-tracking system and find a suitable task. Proper issue labeling can aid task selection, but current tools are limited to classifying the issues according to…

Software Engineering · Computer Science 2024-03-06 Joseph Vargovich , Fabio Santos , Jacob Penney , Marco A. Gerosa , Igor Steinmacher

Frequent modifications of unit test cases are inevitable due to software's continuous underlying changes in source code, design, and requirements. Since manually maintaining software test suites is tedious, timely, and costly, automating…

Machine Learning · Computer Science 2023-10-06 Mosab Rezaei , Hamed Alhoori , Mona Rahimi

Software development projects involve the use of a wide range of tools to produce a software artifact. Software repositories such as source control systems have become a focus for emergent research because they are a source of rich…

Software Engineering · Computer Science 2016-04-20 Jacqui Finlay , Russel Pears , Andy M. Connor

Industry can get any research it wants, just by publishing a baseline result along with the data and scripts need to reproduce that work. For instance, the paper ``Data Mining Static Code Attributes to Learn Defect Predictors'' presented…

Software Engineering · Computer Science 2025-01-28 Tim Menzies

There have been multiple recent proposals on using deep neural networks for code search using natural language. Common across these proposals is the idea of $\mathit{embedding}$ code and natural language queries, into real vectors and then…

Software Engineering · Computer Science 2019-10-16 Jose Cambronero , Hongyu Li , Seohyun Kim , Koushik Sen , Satish Chandra

Users may strive to formulate an adequate textual query for their information need. Search engines assist the users by presenting query suggestions. To preserve the original search intent, suggestions should be context-aware and account for…

Neural and Evolutionary Computing · Computer Science 2015-07-09 Alessandro Sordoni , Yoshua Bengio , Hossein Vahabi , Christina Lioma , Jakob G. Simonsen , Jian-Yun Nie

Be it in debugging, testing, code review or, more recently, pair programming with AI assistance: in all these activities, software engineers need to understand source code. Accordingly, plenty of research is taking place in the field to…

Software Engineering · Computer Science 2023-10-18 Marvin Wyrich

Code editing is essential in evolving software development. Many automated code editing tools have been proposed that leverage both Information Retrieval-based techniques and Machine Learning-based code generation and code editing models.…

Software Engineering · Computer Science 2024-02-27 Changshu Liu , Pelin Cetin , Yogesh Patodia , Saikat Chakraborty , Yangruibo Ding , Baishakhi Ray

The Google Desktop Search is an indexing tool, currently in beta testing, designed to allow users fast, intuitive, searching for local files. The principle interface is provided through a local web server which supports an interface similar…

Cryptography and Security · Computer Science 2011-08-16 Seth James Nielson , Seth J. Fogarty , Dan S. Wallach

Code comprehension and analysis of open-source project codebases is a task frequently performed by developers and researchers. However, existing tools that practitioners use for assistance with such tasks often require prior project setup,…

Software Engineering · Computer Science 2025-09-12 Ahmed Adnan , Mushfiqur Rahman , Saad Sakib Noor , Kazi Sakib

Recent advances in Large Language Models (LLMs) have introduced a new paradigm for software development, where source code is generated from natural language prompts. While this paradigm significantly boosts development productivity,…

Human-Computer Interaction · Computer Science 2026-05-06 Jinsheng Ba , Sverrir Thorgeirsson , Zhendong Su

Real-world semantic or knowledge-based systems, e.g., in the biomedical domain, can become large and complex. Tool support for the localization and repair of faults within knowledge bases of such systems can therefore be essential for their…

Artificial Intelligence · Computer Science 2022-08-08 Patrick Rodler , Dietmar Jannach , Konstantin Schekotihin , Philipp Fleiss

Exposure to ideas in domains outside a scientist's own may benefit her in reformulating existing research problems in novel ways and discovering new application domains for existing solution ideas. While improved performance in scholarly…

Information Retrieval · Computer Science 2022-12-16 Hyeonsu B. Kang , Sheshera Mysore , Kevin Huang , Haw-Shiuan Chang , Thorben Prein , Andrew McCallum , Aniket Kittur , Elsa Olivetti

Software engineering is extremely information-intensive. Every day developers work with source code, version repositories, issue trackers, documentation, web-based and other information resources. However, three key aspects of information…

Software Engineering · Computer Science 2016-07-18 Dimitar Asenov , Peter Müller , Lukas Vogel

Over the past 10 years, many recommendation techniques have been based on embedding users and items in latent vector spaces, where the inner product of a (user,item) pair of vectors represents the predicted affinity of the user to the item.…

Information Retrieval · Computer Science 2019-07-09 Sonya Liberman , Shaked Bar , Raphael Vannerom , Danny Rosenstein , Ronny Lempel

The purpose of data warehouses is to enable business analysts to make better decisions. Over the years the technology has matured and data warehouses have become extremely successful. As a consequence, more and more data has been added to…

Databases · Computer Science 2012-07-03 Lukas Blunschi , Claudio Jossen , Donald Kossman , Magdalini Mori , Kurt Stockinger