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相关论文: UCov: a User-Defined Coverage Criterion for Test C…

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Regression testing of software is a crucial but time-consuming task, especially in the context of user interface (UI) testing where multiple microservices must be validated simultaneously. Test case prioritization (TCP) is a cost-efficient…

软件工程 · 计算机科学 2024-08-02 Hieu Huynh , Nhu Pham , Tien N. Nguyen , Vu Nguyen

Conformal prediction provides prediction sets with finite-sample marginal coverage, but many applications require coverage guarantees that adapt to individual test points, a subpopulation, or a structural component of the data. Existing…

统计方法学 · 统计学 2026-05-27 Yinjie Min , Liuhua Peng , Changliang Zou

We consider a linear regression model, with the parameter of interest a specified linear combination of the regression parameter vector. We suppose that, as a first step, a data-based model selection (e.g. by preliminary hypothesis tests or…

统计理论 · 数学 2011-09-27 Paul Kabaila , Khageswor Giri

Systematic testing of object-oriented software turned out to be much more complex than testing conventional software. Especially the highly incremental and iterative development cycle demands both many more changes and partially implemented…

软件工程 · 计算机科学 2007-05-23 Mario Winter

Conformal unlearning aims to ensure that a trained conformal predictor miscovers data points with specific shared characteristics, such as those from a particular label class, associated with a specific user, or belonging to a defined…

机器学习 · 计算机科学 2026-02-13 Yahya Alkhatib , Muhammad Ahmar Jamal , Wee Peng Tay

Formal verification provides mathematical guarantees that a software is correct. Design-level verification tools ensure software specifications are correct, but they do not expose defects in actual implementations. For this purpose,…

软件工程 · 计算机科学 2025-05-01 Paschal C. Amusuo , Parth V. Patil , Owen Cochell , Taylor Le Lievre , James C. Davis

Code coverage is a popular and widespread test adequacy metric that measures the percentage of program codes executed by a test suite. Despite its popularity, code coverage has several limitations. One of the major limitations is that it…

软件工程 · 计算机科学 2023-02-16 Soneya Binta Hossain , Matthew B. Dwyer

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…

软件工程 · 计算机科学 2024-08-13 Vahid Garousi , Alper Buğra Keleş , Yunus Balaman , Alper Mermer , Zeynep Özdemir Güler

Testing is the primary approach for detecting software defects. A major challenge faced by testers lies in crafting efficient test suites, able to detect a maximum number of bugs with manageable effort. To do so, they rely on coverage…

Regression testing in Continuous Integration (CI) pipelines is increasingly costly due to the growing size and execution frequency of test suites. Test Case Prioritization (TCP) mitigates this problem by reordering tests to expose faults…

软件工程 · 计算机科学 2026-04-29 Lorenzo Abbondante , Gerardo Canfora

Standard conformal prediction offers a marginal guarantee on coverage, but for prediction sets to be truly useful, they should ideally ensure coverage conditional on each test point. Unfortunately, it is impossible to achieve exact,…

机器学习 · 计算机科学 2025-02-11 Jivat Neet Kaur , Michael I. Jordan , Ahmed Alaa

Verifying the success of computer use agent (CUA) trajectories is a critical challenge: without reliable verification, neither evaluation nor training signal can be trusted. In this paper, we present lessons learned from building a…

密码学与安全 · 计算机科学 2026-04-09 Corby Rosset , Pratyusha Sharma , Andrew Zhao , Miguel Gonzalez-Fernandez , Ahmed Awadallah

Guaranteeing runtime integrity of embedded system software is an open problem. Trade-offs between security and other priorities (e.g., cost or performance) are inherent, and resolving them is both challenging and important. The…

密码学与安全 · 计算机科学 2022-09-05 Ivan De Oliveira Nunes , Sashidhar Jakkamsetti , Youngil Kim , Gene Tsudik

The malfunction of safety-critical systems may cause damage to people and the environment. Software within those systems is rigorously designed and verified according to domain specific guidance, such as ISO26262 for automotive safety. This…

Regression testing is performed to provide confidence that changes in a part of software do not affect other parts of the software. An execution of all existing test cases is the best way to re-establish this confidence. However, regression…

软件工程 · 计算机科学 2014-11-27 Imrul Kayes , Jacob Chakareski

Unit testing is critical to the software development process, ensuring the correctness of basic programming units in a program (e.g., a method). Search-based software testing (SBST) is an automated approach to generating test cases. SBST…

软件工程 · 计算机科学 2024-01-05 Zhichao Zhou , Yuming Zhou , Chunrong Fang , Zhenyu Chen , Xiapu Luo , Jingzhu He , Yutian Tang

Unit testing is a vital part of the software development process and involves developers writing code to verify or assert production code. Furthermore, to help comprehend the test case and troubleshoot issues, developers have the option to…

软件工程 · 计算机科学 2023-03-02 Taryn Takebayashi , Anthony Peruma , Mohamed Wiem Mkaouer , Christian D. Newman

Automated GUI testing is crucial for ensuring the quality and reliability of Android apps. However, the efficacy of existing UI testing techniques is often limited, especially in terms of coverage. Recent studies, including the…

软件工程 · 计算机科学 2026-01-30 Wei Minn , Biniam Fisseha Demissie , Yan Naing Tun , Jiakun Liu , Mariano Ceccato , Lwin Khin Shar , David Lo

We present a novel idea on adequacy testing called ``{vulnerability coverage}.'' The introduced coverage measure examines the underlying software for the presence of certain classes of vulnerabilities often found in the National…

密码学与安全 · 计算机科学 2020-06-17 Shuvalaxmi Dass , Akbar Siami Namin

Unit testing is a critical part of software development process, ensuring the correctness of basic programming units in a program (e.g., a method). Search-based software testing (SBST) is an automated approach to generating test cases. SBST…

软件工程 · 计算机科学 2023-01-10 Zhichao Zhou , Yuming Zhou , Chunrong Fang , Zhenyu Chen , Yutian Tang