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Software reliability estimation is one of the most active areas of research in software testing. Since time between failures (TBF) has often been challenging to record, software testing data are commonly recorded as test-case-wise in a…

Applications · Statistics 2024-10-28 Soumen Dey , Ashis Kumar Chakraborty

Integrating the design and creation of fault identification and diagnostic capabilities into Model-Driven Development methodologies is one approach to enhancing the resilience of Industrial Cyber-Physical Systems. We present a Fault…

Software Engineering · Computer Science 2021-05-11 Barry Dowdeswell , Roopak Sinha , Stephen G. MacDonell

Vehicle teleoperation has numerous potential applications, including serving as a backup solution for autonomous vehicles, facilitating remote delivery services, and enabling hazardous remote operations. However, complex urban scenarios,…

Robotics · Computer Science 2024-10-28 Jai Prakash , Michele Vignati , Edoardo Sabbioni

The vast majority of scientific contributions in the field of computational systems biology are based on mathematical models. These models can be broadly classified as either dynamic (kinetic) models or steady-state (constraint-based)…

Other Quantitative Biology · Quantitative Biology 2025-04-17 Moritz E. Beber

The statistical machine learning community has demonstrated considerable resourcefulness over the years in developing highly expressive tools for estimation, prediction, and inference. The bedrock assumptions underlying these developments…

Methodology · Statistics 2022-02-10 Alnur Ali , Maxime Cauchois , John C. Duchi

Autonomous driving software generates enormous amounts of data every second, which software development organizations save for future analysis and testing in the form of logs. However, given the vast size of this data, locating specific…

Software Engineering · Computer Science 2024-12-17 Jesper Knapp , Klas Moberg , Yuchuan Jin , Simin Sun , Miroslaw Staron

Software development life cycle or SDLC for short is a methodology for designing, building, and maintaining information and industrial systems. So far, there exist many SDLC models, one of which is the Waterfall model which comprises five…

Software Engineering · Computer Science 2012-06-01 Youssef Bassil

Evidence-based practice (EBP) in software engineering aims to improve decision-making in software development by complementing practitioners' professional judgment with high-quality evidence from research. We believe the use of EBP…

Software Engineering · Computer Science 2024-03-26 Reed Milewicz , Jon Bisila , Miranda Mundt , Joshua Teves

Today's small and medium-sized enterprises (SMEs) in the software industry are faced with major challenges. While having to work efficiently using limited resources they have to perform quality assurance on their code to avoid the risk of…

Software Engineering · Computer Science 2016-11-24 Mario Gleirscher , Dmitriy Golubitskiy , Maximilian Irlbeck , Stefan Wagner

This publication introduces A State Space Exploration Tool that is based on representing the model under verification as a piece of C++ code that obeys certain conventions. Its name is ASSET. Model checking takes place by compiling the…

Software Engineering · Computer Science 2016-05-23 Antti Valmari

We report on Just-in-Time catching test generation at Meta, designed to prevent bugs in large scale backend systems of hundreds of millions of line of code. Unlike traditional hardening tests, which pass at generation time, catching tests…

Bounded Model Checking (BMC) is a powerful technique for proving unsafety. However, finding deep counterexamples that require a large bound is challenging for BMC. On the other hand, acceleration techniques compute "shortcuts" that…

Logic in Computer Science · Computer Science 2024-08-12 Florian Frohn , Jürgen Giesl

Constraint-based causal discovery relies on numerous conditional independence tests (CITs), but its practical applicability is severely constrained by the prohibitive computational cost, especially as CITs themselves have high time…

Machine Learning · Computer Science 2026-03-02 Zhengkang Guan , Kun Kuang

Computer simulations are invaluable tools for scientific discovery. However, accurate simulations are often slow to execute, which limits their applicability to extensive parameter exploration, large-scale data analysis, and uncertainty…

The rise of self-driving cars (SDCs) presents important safety challenges to address in dynamic environments. While field testing is essential, current methods lack diversity in assessing critical SDC scenarios. Prior research introduced…

Software Engineering · Computer Science 2024-01-29 Timo Blattner , Christian Birchler , Timo Kehrer , Sebastiano Panichella

As Large Language Models (LLMs) increasingly generate code in software development, ensuring the quality of LLM-generated code has become important. Traditional testing approaches using Example-based Testing (EBT) often miss edge cases --…

Software Engineering · Computer Science 2025-10-30 Hidetake Tanaka , Haruto Tanaka , Kazumasa Shimari , Kenichi Matsumoto

Combinations of active automata learning, model-based testing and model checking have been successfully used in numerous applications, e.g., for spotting bugs in implementations of major network protocols and to support refactoring of…

Software Engineering · Computer Science 2025-12-09 Bram Pellen , María Belén Rodríguez , Frits Vaandrager , Petra van den Bos

Many organizations are developing autonomous driving systems, which are expected to be deployed at a large scale in the near future. Despite this, there is a lack of agreement on appropriate methods to test, debug, and certify the…

Systems and Control · Computer Science 2019-01-09 Cumhur Erkan Tuncali , Georgios Fainekos , Hisahiro Ito , James Kapinski

Flaky failure triage is crucial for keeping distributed database continuous integration (CI) efficient and reliable. After a failure is observed, operators must quickly decide whether to auto-rerun the job as likely flaky or escalate it as…

Software Engineering · Computer Science 2026-03-25 Jun-Peng Zhu , Qizhi Wang , Yulong Zhai , Yishen Sun , Sen Chen , Kai Xu , Peng Cai , Hongming Zhang , Heng Long , Liu Tang , Qi Liu

In this paper, we aim at the automated unit coverage-based testing for embedded software. To achieve the goal, by analyzing the industrial requirements and our previous work on automated unit testing tool CAUT, we rebuild a new tool,…

Software Engineering · Computer Science 2018-06-19 Chengyu Zhang , Yichen Yan , Hanru Zhou , Yinbo Yao , Ke Wu , Ting Su , Weikai Miao , Geguang Pu