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Testing microservice systems involves a large amount of planning and problem-solving. The difficulty of testing microservice systems increases as the size and structure of such systems become more complex. To help the microservice community…

软件工程 · 计算机科学 2023-06-12 Sheldon Smith , Ethan Robinson , Timmy Frederiksen , Trae Stevens , Tomas Cerny , Miroslav Bures , Davide Taibi

Recommender systems are one of the most pervasive applications of machine learning in industry, with many services using them to match users to products or information. As such it is important to ask: what are the possible fairness risks,…

计算机与社会 · 计算机科学 2019-03-12 Alex Beutel , Jilin Chen , Tulsee Doshi , Hai Qian , Li Wei , Yi Wu , Lukasz Heldt , Zhe Zhao , Lichan Hong , Ed H. Chi , Cristos Goodrow

This study explores the integration of contextual explanations into AI-powered loan decision systems to enhance trust and usability. While traditional AI systems rely heavily on algorithmic transparency and technical accuracy, they often…

人机交互 · 计算机科学 2025-10-07 Allen Daniel Sunny

While games have been used extensively as milestones to evaluate game-playing AI, there exists no standardised framework for reporting the obtained observations. As a result, it remains difficult to draw general conclusions about the…

人工智能 · 计算机科学 2020-07-07 Vanessa Volz , Boris Naujoks

Aligning AI systems with human values fundamentally relies on effective human feedback. While significant research has addressed training algorithms, the role of user interface is often overlooked and only treated as an implementation…

人机交互 · 计算机科学 2026-02-13 Danqing Shi

This paper is about an information retrieval evaluation on three different retrieval-supporting services. All three services were designed to compensate typical problems that arise in metadata-driven Digital Libraries, which are not…

信息检索 · 计算机科学 2010-10-12 Philipp Schaer , Philipp Mayr , Peter Mutschke

GUI is a bridge connecting user and application. Existing GUI testing tasks can be categorized into two groups: functionality testing and compatibility testing. While the functionality testing focuses on detecting application runtime bugs,…

软件工程 · 计算机科学 2022-12-29 Jiaming Ye , Mulong Xie , Siyuan Chen , Fuyuan Zhang , Lei Ma , Zhenchang Xing , Jianjun Zhao

Ranking plays a central role in connecting users and providers in Information Retrieval (IR) systems, making provider-side fairness an important challenge. While recent research has begun to address fairness in ranking, most existing…

信息检索 · 计算机科学 2026-02-03 Yiteng Tu , Weihang Su , Shuguang Han , Yiqun Liu , Qingyao Ai

Data integration is an important task in order to create comprehensive RDF knowledge bases. Many data sources are used to extend a given dataset or to correct errors. Since several data providers make their data publicly available only via…

数据库 · 计算机科学 2021-06-18 Tobias Zeimetz , Ralf Schenkel

We propose a test of fairness in score-based ranking systems called matched pair calibration. Our approach constructs a set of matched item pairs with minimal confounding differences between subgroups before computing an appropriate measure…

In this paper, we explore the automation of services' compositions. We focus on the service selection problem. In the formulation that we consider, the problem's inputs are constituted by a behavioral composition whose abstract services…

分布式、并行与集群计算 · 计算机科学 2014-02-07 Yanik Ngoko , Christophe Cérin , Alfredo Goldman , Dejan Milojicic

As machine learning systems are increasingly deployed in high-stakes domains such as criminal justice, finance, and healthcare, the demand for interpretable and trustworthy models has intensified. Despite the proliferation of local…

机器学习 · 计算机科学 2025-06-10 James Afful

To address a looming crisis of unreproducible evaluation for named entity recognition, we propose guidelines and introduce SeqScore, a software package to improve reproducibility. The guidelines we propose are extremely simple and center…

计算与语言 · 计算机科学 2021-11-08 Chester Palen-Michel , Nolan Holley , Constantine Lignos

When AI systems interact with humans in the loop, they are often called on to provide explanations for their plans and behavior. Past work on plan explanations primarily involved the AI system explaining the correctness of its plan and the…

人工智能 · 计算机科学 2017-06-01 Tathagata Chakraborti , Sarath Sreedharan , Yu Zhang , Subbarao Kambhampati

Modeling and analysis of interactions among services is a crucial issue in Service-Oriented Computing. Composing Web services is a complicated task which requires techniques and tools to verify that the new system will behave correctly. In…

软件工程 · 计算机科学 2010-09-21 Gwen Salaün

As AI systems become increasingly integrated into high-stakes domains, enabling users to accurately interpret model behavior is critical. While AI explanations can be provided, users often struggle to reason effectively with these…

人机交互 · 计算机科学 2025-08-27 Aniket Nuthalapati , Nicholas Hinds , Brian Y. Lim , Qianwen Wang

Software Repositories contain knowledge on how software engineering teams work, communicate, and collaborate. It can be used to develop a data-informed view of a team's development process, which in turn can be employed for process…

软件工程 · 计算机科学 2020-07-17 Christoph Matthies , Franziska Dobrigkeit , Guenter Hesse

With the increasing demand for predictable and accountable Artificial Intelligence, the ability to explain or justify recommender systems results by specifying how items are suggested, or why they are relevant, has become a primary goal.…

信息检索 · 计算机科学 2022-11-08 Noemi Mauro , Zhongli Filippo Hu , Liliana Ardissono

AI systems are being deployed to support human decision making in high-stakes domains. In many cases, the human and AI form a team, in which the human makes decisions after reviewing the AI's inferences. A successful partnership requires…

人机交互 · 计算机科学 2019-06-06 Gagan Bansal , Besmira Nushi , Ece Kamar , Dan Weld , Walter Lasecki , Eric Horvitz

www.processmining-software.com is a dedicated website for process mining software comparison and was developed to give practitioners and researchers an overview of commercial tools available on the market. Based on literature review and…

软件工程 · 计算机科学 2021-02-05 Daniel Viner , Matthias Stierle , Martin Matzner