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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…

Software Engineering · Computer Science 2023-06-12 Sheldon Smith , Ethan Robinson , Timmy Frederiksen , Trae Stevens , Tomas Cerny , Miroslav Bures , Davide Taibi

End-to-end (E2E) testing is essential for ensuring web application quality. However, manual test creation is time-consuming, and current test generation techniques produce incoherent tests. In this paper, we present AutoE2E, a novel…

Software Engineering · Computer Science 2025-01-08 Parsa Alian , Noor Nashid , Mobina Shahbandeh , Taha Shabani , Ali Mesbah

Contemporary microservice systems continue to grow in scale and complexity, leading to increasingly frequent and costly failures. While recent LLM-based auto-remediation approaches have emerged, they primarily translate textual instructions…

Software Engineering · Computer Science 2026-04-14 Lingzhe Zhang , Yunpeng Zhai , Tong Jia , Minghua He , Chiming Duan , Zhaoyang Liu , Bolin Ding , Ying Li

Test coverage is a standard measure used to evaluate the completeness of a test suite. Coverage is typically computed on source code, by assessing the extent of source code entities (e.g., statements, data dependencies, control…

Software Engineering · Computer Science 2021-08-19 Davide Corradini , Amedeo Zampieri , Michele Pasqua , Mariano Ceccato

Benchmark suites are significant for evaluating various aspects of Cloud services from a holistic view. However, there is still a gap between using benchmark suites and achieving holistic impression of the evaluated Cloud services. Most…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-07 Zheng Li , Liam O'Brien , Rainbow Cai , He Zhang

There are many widely used tools for measuring test-coverage and code-coverage. Test coverage is the ratio of requirements or other non-code artifacts covered by a test suite, while code-coverage is the ratio of source code covered by…

Software Engineering · Computer Science 2024-08-13 Vahid Garousi , Alper Buğra Keleş , Yunus Balaman , Alper Mermer , Zeynep Özdemir Güler

Future mobile networks supporting Internet of Things are expected to provide both high throughput and low latency to user-specific services. One way to overcome this challenge is to adopt Network Function Virtualization (NFV) and…

Networking and Internet Architecture · Computer Science 2019-06-26 Emmanouil Fountoulakis , Qi Liao , Nikolaos Pappas

Cloud-native systems represent a significant leap in constructing scalable, large systems, employing microservice architecture as a key element in developing distributed systems through self-contained components. However, the decentralized…

Software Engineering · Computer Science 2024-07-25 Amr S. Abdelfattah

Cloud services have recently started undergoing a major shift from monolithic applications, to graphs of hundreds of loosely-coupled microservices. Microservices fundamentally change a lot of assumptions current cloud systems are designed…

Modern machine learning workloads such as large language model training, fine-tuning jobs are highly distributed and span across hundreds of systems with multiple GPUs. Job completion time for these workloads is the artifact of the…

Networking and Internet Architecture · Computer Science 2025-07-08 Jit Gupta , Tarun Banka , Rahul Gupta , Mithun Dharmaraj , Jasleen Kaur

Mobile (cellular) networks enable innovation, but can also stifle it and lead to user frustration when network performance falls below expectations. As mobile networks become the predominant method of Internet access, developer, research,…

Networking and Internet Architecture · Computer Science 2016-11-17 Utkarsh Goel , Mike P. Wittie , Kimberly C. Claffy , Andrew Le

In this paper, we assess existing technical proposals for content moderation in End-to-End Encryption (E2EE) services. First, we explain the various tools in the content moderation toolbox, how they are used, and the different phases of the…

Cryptography and Security · Computer Science 2022-02-10 Seny Kamara , Mallory Knodel , Emma Llansó , Greg Nojeim , Lucy Qin , Dhanaraj Thakur , Caitlin Vogus

Microservice architecture has transformed the way developers are building and deploying applications in the nowadays cloud computing centers. This new approach provides increased scalability, flexibility, manageability, and performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-06 Hamzeh Khazaei , Nima Mahmoudi , Cornel Barna , Marin Litoiu

Microservice systems are becoming increasingly adopted due to their scalability, decentralized development, and support for continuous integration and delivery (CI/CD). However, this decentralized development by separate teams and…

Software Engineering · Computer Science 2025-12-01 Connor Wojtak , Darek Gajewski , Tomas Cerny

The widespread adoption of microservices has fundamentally transformed how modern software systems are designed, deployed, operated and maintained. However, well-known microservice properties (e.g., dynamic scalability and decentralized…

Software Engineering · Computer Science 2026-03-04 Man Zhang , Tao Yue , Andrea Arcuri

Test Coverage criteria are an essential concept for test engineers when generating the test cases from a System Under Test model. They are routinely used in test case generation for user interfaces, middleware, and back-end system parts for…

Software Engineering · Computer Science 2022-03-21 Vaclav Rechtberger , Miroslav Bures , Bestoun S. Ahmed

Future mobile networks supporting Internet of Things are expected to provide both high throughput and low latency to user-specific services. One way to overcome this challenge is to adopt network function virtualization and Multi-access…

Networking and Internet Architecture · Computer Science 2019-07-04 Emmanouil Fountoulakis , Qi Liao , Manuel Stein , Nikolaos Pappas

Experimentation in practical, end-to-end (E2E) next-generation networks deployments is becoming increasingly prevalent and significant in the realm of modern networking and wireless communications research. The prevalence of…

Networking and Internet Architecture · Computer Science 2024-03-25 Ali Chouman , Dimitrios Michael Manias , Abdallah Shami

Multilingual end-to-end (E2E) models have shown great promise in expansion of automatic speech recognition (ASR) coverage of the world's languages. They have shown improvement over monolingual systems, and have simplified training and…

Audio and Speech Processing · Electrical Eng. & Systems 2019-09-13 Anjuli Kannan , Arindrima Datta , Tara N. Sainath , Eugene Weinstein , Bhuvana Ramabhadran , Yonghui Wu , Ankur Bapna , Zhifeng Chen , Seungji Lee

Modern cloud-native applications built on microservice architectures present unprecedented challenges for system monitoring and alerting. Site Reliability Engineers (SREs) face the daunting challenge of defining effective monitoring…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-29 Akanksha Singal , Divya Pathak , Kaustabha Ray , Felix George , Mudit Verma , Pratibha Moogi
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