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Change-based testing is a key component of continuous integration at Facebook. However, a large number of tests coupled with a high rate of changes committed to our monolithic repository make it infeasible to run all potentially-impacted…

软件工程 · 计算机科学 2019-05-31 Mateusz Machalica , Alex Samylkin , Meredith Porth , Satish Chandra

Complex software systems often suffer from silent failures, i.e., violations of the intended semantics that do not cause explicit errors. A promising approach to detect such errors is to use system-specific runtime checkers that monitor the…

软件工程 · 计算机科学 2026-04-27 Beatriz Souza , Chang Lou , Suman Nath , Michael Pradel

Testing cyber-physical systems involves the execution of test cases on target-machines equipped with the latest release of a software control system. When testing industrial robots, it is common that the target machines need to share some…

软件工程 · 计算机科学 2019-02-14 Morten Mossige , Arnaud Gotlieb , Helge Spieker , Hein Meling , Mats Carlsson

While current Computer Use Agent (CUA) benchmarks measure task completion effectively, they provide limited assessment of enterprise deployment readiness, emphasizing functional correctness over the operational reliability required for…

Automated unit test generators, particularly search-based software testing tools like EvoSuite, are capable of generating tests with high coverage. Although these generators alleviate the burden of writing unit tests, they often pose…

软件工程 · 计算机科学 2024-08-22 Amirhossein Deljouyi , Roham Koohestani , Maliheh Izadi , Andy Zaidman

Concurrent systems are notoriously difficult to validate: subtle bugs may only manifest under rare thread interleavings, and existing tools often require intrusive instrumentation or unrealistic execution models. We present OmniLink, a new…

软件工程 · 计算机科学 2026-01-21 Finn Hackett , Evan Wrench , Peter Macko , A. Jesse Jiryu Davis , Yuanhao Wei , Ivan Beschastnikh

Many software systems originate as prototypes or minimum viable products (MVPs), developed with an emphasis on delivery speed and responsiveness to changing requirements rather than long-term code maintainability. While effective for rapid…

软件工程 · 计算机科学 2026-04-06 Ema Smolic , Mario Brcic , Luka Hobor , Mihael Kovac

Power systems incrementally and continuously upgrade their components, such as transmission lines, reactive capacitors, or generating units. Decision-making tools often support the selection of the best set of components to upgrade.…

系统与控制 · 电气工程与系统科学 2021-04-13 Ilgiz Murzakhanov , David Pozo

We propose a new test case prioritization technique that combines both mutation-based and diversity-based approaches. Our diversity-aware mutation-based technique relies on the notion of mutant distinguishment, which aims to distinguish one…

软件工程 · 计算机科学 2018-01-24 Donghwan Shin , Shin Yoo , Mike Papadakis , Doo-Hwan Bae

Artificial intelligence develops techniques and systems whose performance must be evaluated on a regular basis in order to certify and foster progress in the discipline. We will describe and critically assess the different ways AI systems…

人工智能 · 计算机科学 2016-08-23 Jose Hernandez-Orallo

Effective prioritization of issue reports is crucial in software engineering to optimize resource allocation and address critical problems promptly. However, the manual classification of issue reports for prioritization is laborious and…

软件工程 · 计算机科学 2024-01-10 Gabriel Aracena , Kyle Luster , Fabio Santos , Igor Steinmacher , Marco A. Gerosa

Integration testing is critical for the quality and reliability of complex software systems. However, diagnosing their failures presents significant challenges due to the massive volume, unstructured nature, and heterogeneity of logs they…

软件工程 · 计算机科学 2026-04-15 Celal Ziftci , Ray Liu , Spencer Greene , Livio Dalloro

Mutation testing is used to evaluate the effectiveness of test suites. In recent years, a promising variation called extreme mutation testing emerged that is computationally less expensive. It identifies methods where their functionality…

软件工程 · 计算机科学 2022-04-15 Maik Betka , Stefan Wagner

Reliability in cloud AI infrastructure is crucial for cloud service providers, prompting the widespread use of hardware redundancies. However, these redundancies can inadvertently lead to hidden degradation, so called "gray failure", for AI…

Code review is considered a key process in the software industry for minimizing bugs and improving code quality. Inspection of review process effectiveness and continuous improvement can boost development productivity. Such inspection is a…

软件工程 · 计算机科学 2023-07-11 Saifullah Mahbub , Md. Easin Arafat , Chowdhury Rafeed Rahman , Zannatul Ferdows , Masum Hasan

Computing systems rarely deliver best possible performance due to ever increasing hardware and software complexity and limitations of the current optimization technology. Additional code and architecture optimizations are often required to…

分布式、并行与集群计算 · 计算机科学 2014-07-15 Grigori Fursin

For large software applications, running the whole test suite after each code change is time- and resource-intensive. Regression test selection techniques aim at reducing test execution time by selecting only the tests that are affected by…

软件工程 · 计算机科学 2025-04-29 Sijia Gu , Ali Mesbah

In this paper, we present Coyote C++, a fully automated white-box unit testing tool for C and C++. Whereas existing tools have struggled to realize unit test generation for C++, Coyote C++ is able to produce high coverage results from unit…

编程语言 · 计算机科学 2024-01-05 Sanghoon Rho , Philipp Martens , Seungcheol Shin , Yeoneo Kim

Continuous Integration (CI) testing is a popular software development technique that allows developers to easily check that their code can build successfully and pass tests across various system environments. In order to use a CI platform,…

软件工程 · 计算机科学 2018-05-14 Mark Santolucito , Jialu Zhang , Ennan Zhai , Ruzica Piskac

Technology Assisted Review (TAR) stopping rules aim to reduce the cost of manually assessing documents for relevance by minimising the number of documents that need to be examined to ensure a desired level of recall. This paper extends an…

信息检索 · 计算机科学 2023-12-07 Reem Bin-Hezam , Mark Stevenson