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User retention is a critical objective for online platforms like Pinterest, as it strengthens user loyalty and drives growth through repeated engagement. A key indicator of retention is revisitation, i.e., when users return to view…

Information Retrieval · Computer Science 2025-11-25 Weijie Jiang , Armando Ordorica , Jaewon Yang , Olafur Gudmundsson , Yucheng Tu , Huizhong Duan

Throughout their lifetime, open-source software systems will naturally attract new contributors and lose existing contributors. Not all OSS contributors are equal, however, as some contributors within a project possess significant knowledge…

Software Engineering · Computer Science 2024-12-03 Olivier Nourry , Masanari Kondo , Shinobu Saito , Yukako Iimura , Naoyasu Ubayashi , Yasutaka Kamei

Software developers often submit questions to technical Q&A sites like Stack Overflow (SO) to resolve code-level problems. In practice, they include example code snippets with questions to explain the programming issues. Existing research…

Software Engineering · Computer Science 2024-07-16 Saikat Mondal , Banani Roy

In a wave of growth, open-source projects need to modernize and change how they deal with processes, methods, and communication with their contributors. We could observe that open-source projects are constantly evolving to improve their…

Software Engineering · Computer Science 2021-10-05 Joselito Júnior , Gláucya Boechat , Ivan Machado

With the growing humanlike nature of dialog agents, people are now engaging in extended conversations that can stretch from brief moments to substantial periods of time. Understanding the factors that contribute to sustaining these…

Computation and Language · Computer Science 2024-03-14 Shuai Zhang , Yu Lu , Junwen Liu , Jia Yu , Huachuan Qiu , Yuming Yan , Zhenzhong Lan

Modern open source software development heavily relies on the issue tracking systems to manage their feature requests, bug reports, tasks, and other similar artifacts. Together, those "issues" form a complex network with links to each…

Software Engineering · Computer Science 2021-08-11 Alexander Nicholson , Jin L. C. Guo

This paper focuses on the recommendation of events in the Social Web, and addresses the problem of finding if, and to which extent, certain features, which are peculiar to events, are relevant in predicting the users' interests and should…

Human-Computer Interaction · Computer Science 2014-07-02 Federica Cena , Silvia Likavec , Ilaria Lombardi , Claudia Picardi

Open-source software (OSS) projects depend on community engagement (CE) for longevity. However, CE's quantifiable impact on project dynamics and lifespan is underexplored. Objectives: This study defines CE in OSS, identifies key metrics,…

Software Engineering · Computer Science 2026-01-23 Mohit Kaushik , Kuljit Kaur Chahal

Drawing causal conclusions from observational real-world data is a very much desired but challenging task. In this paper we present mixed-method analyses to investigate causal influences of publication trends and behavior on the adoption,…

Computation and Language · Computer Science 2021-10-18 Maria Glenski , Svitlana Volkova

Recommender systems aim to fulfill the user's daily demands. While most existing research focuses on maximizing the user's engagement with the system, it has recently been pointed out that how frequently the users come back for the service…

Information Retrieval · Computer Science 2024-06-11 Ziru Liu , Shuchang Liu , Bin Yang , Zhenghai Xue , Qingpeng Cai , Xiangyu Zhao , Zijian Zhang , Lantao Hu , Han Li , Peng Jiang

Recommender systems are an important part of the modern human experience whose influence ranges from the food we eat to the news we read. Yet, there is still debate as to what extent recommendation platforms are aligned with the user goals.…

Information Retrieval · Computer Science 2024-06-05 Arpit Agarwal , Nicolas Usunier , Alessandro Lazaric , Maximilian Nickel

This paper explores an interesting new dimension to the challenging problem of predicting long-term scientific impact (LTSI) usually measured by the number of citations accumulated by a paper in the long-term. It is well known that early…

Digital Libraries · Computer Science 2017-05-10 Mayank Singh , Ajay Jaiswal , Priya Shree , Arindam Pal , Animesh Mukherjee , Pawan Goyal

One of the most challenging recommendation tasks is recommending to a new, previously unseen user. This is known as the 'user cold start' problem. Assuming certain features or attributes of users are known, one approach for handling new…

The usability of open-source software (OSS) is important but frequently overlooked in favor of technical and functional complexity. Argumentation can be a pivotal device for diverse stakeholders in OSS usability discussions to express…

Software Engineering · Computer Science 2025-12-10 Arghavan Sanei , Chaima Amiri , Atefeh Shokrizadeh , Jinghui Cheng

As large language models are increasingly deployed in retrieval-augmented generation and agentic systems that accumulate extensive context, understanding how distracting information affects long-context performance becomes critical. Prior…

Artificial Intelligence · Computer Science 2026-05-12 Muhan Gao , Zih-Ching Chen , Kuan-Hao Huang

Open Source Software (OSS) projects offer valuable opportunities to train the next generation of software engineers while benefiting projects and society as a whole. While research has extensively explored student participation in OSS and…

Software Engineering · Computer Science 2025-04-25 Italo Santos , Katia Romero Felizardo , Bianca Trinkereinch , Daniel M. German , Igor Steinmacher , Marco A. Gerosa

Retaining players over an extended period of time is a long-standing challenge in game industry. Significant effort has been paid to understanding what motivates players enjoy games. While individuals may have varying reasons to play or…

Social and Information Networks · Computer Science 2017-02-28 Kunwoo Park , Meeyoung Cha , Haewoon Kwak , Kuan-Ta Chen

In recent years, open-source software (OSS) has become increasingly prevalent in developing software products. While OSS documentation is the primary source of information provided by the developers' community about a product, its role in…

Software Engineering · Computer Science 2024-03-07 Aaron Imani , Shiva Radmanesh , Iftekhar Ahmed , Mohammad Moshirpour

Open source software (OSS) projects rely on complex networks of contributors whose interactions drive innovation and sustainability. This study presents a comprehensive analysis of OSS contributor networks using advanced graph neural…

Machine Learning · Computer Science 2026-02-09 S M Rakib Ul Karim , Wenyi Lu , Sean Goggins

While Massive Open Online Course (MOOCs) platforms provide knowledge in a new and unique way, the very high number of dropouts is a significant drawback. Several features are considered to contribute towards learner attrition or lack of…

Human-Computer Interaction · Computer Science 2020-08-14 Ahmed Alamri , Mohammad Alshehri , Alexandra I. Cristea , Filipe D. Pereira , Elaine Oliveira , Lei Shi , Craig Stewart