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The complexity of the operating environment and required technologies for highly automated driving is unprecedented. A different type of threat to safe operation besides the fault-error-failure model by Laprie et al. arises in the form of…

人工智能 · 计算机科学 2023-03-08 Roman Gansch , Ahmad Adee

As automatic optimization techniques find their way into industrial applications, the behavior of many complex systems is determined by some form of planner picking the right actions to optimize a given objective function. In many cases,…

神经与进化计算 · 计算机科学 2018-10-31 Thomas Gabor , Lenz Belzner , Thomy Phan , Kyrill Schmid

Computer-use agents have rapidly improved on real-world tasks such as web navigation, desktop automation, and software interaction, in some cases surpassing human performance. Yet even when the task and model are unchanged, an agent that…

人工智能 · 计算机科学 2026-04-21 Gonzalo Gonzalez-Pumariega , Saaket Agashe , Jiachen Yang , Ang Li , Xin Eric Wang

The cost of software maintenance often surpasses the initial development expenses, making it a significant concern for the software industry. A key strategy for alleviating future maintenance burdens is the early prediction and…

软件工程 · 计算机科学 2024-12-31 Shaiful Chowdhury

Nonlinear systems with model uncertainty are often described by stochastic differential equations. Some techniques from random dynamical systems are discussed. They are relevant to better understanding of solution processes of stochastic…

动力系统 · 数学 2008-11-25 Jinqiao Duan

Self-adaptive software can assess and modify its behavior when the assessment indicates that the program is not performing as intended or when improved functionality or performance is available. Since the mid-1960s, the subject of system…

软件工程 · 计算机科学 2023-02-14 Tarik A. Rashid , Bryar A. Hassan , Abeer Alsadoon , Shko Qader , S. Vimal , Amit Chhabra , Zaher Mundher Yaseen

It can be insightful to extend qualitative studies with a secondary quantitative analysis (where the former suggests insightful questions that the latter can answer). Documenting developer beliefs should be the start, not the end, of…

软件工程 · 计算机科学 2019-04-12 Shrikanth N. C. , Tim Menzies

Background: Research software plays an important role in solving real-life problems, empowering scientific innovations, and handling emergency situations. Therefore, the correctness and trustworthiness of research software are of absolute…

软件工程 · 计算机科学 2022-07-27 Nasir U. Eisty , Jeffrey C. Carver

Language model-based instruction-following systems have lately shown increasing performance on many benchmark tasks, demonstrating the capability of adapting to a broad variety of instructions. However, such systems are often not designed…

计算与语言 · 计算机科学 2024-03-20 Rahul Nadkarni , Yizhong Wang , Noah A. Smith

When machine learning systems meet real world applications, accuracy is only one of several requirements. In this paper, we assay a complementary perspective originating from the increasing availability of pre-trained and regularly…

This paper proposes strategies for designing a system whose computational model is subject to aleatory and epistemic uncertainty. Aleatory variables, which are caused by randomness in physical parameters, are draws from a possibly unknown…

统计方法学 · 统计学 2026-02-18 Luis G. Crespo

Reachability analysis, in general, is a fundamental method that supports formally-correct synthesis, robust model predictive control, set-based observers, fault detection, invariant computation, and conformance checking, to name but a few.…

系统与控制 · 电气工程与系统科学 2020-11-17 Niklas Kochdumper , Bastian Schürmann , Matthias Althoff

Explaining the prediction results of software defect prediction models is a challenging while practical task, which can provide useful information for developers to understand and fix the predicted bugs. To address this issue, recently,…

软件工程 · 计算机科学 2021-11-23 Jiho Shin , Reem Aleithan , Jaechang Nam , Junjie Wang , Song Wang

Improved software discovery is a prerequisite for greater software reuse: after all, if someone cannot find software for a particular task, they cannot reuse it. Understanding people's approaches and preferences when they look for software…

计算机与社会 · 计算机科学 2018-05-30 Michael Hucka , Matthew J. Graham

The reproduction and replication of research results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the challenges closely revolve around…

软件工程 · 计算机科学 2017-07-31 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

The understanding of source code in large-scale software systems poses a challenge for developers. The role of expertise in source code becomes critical for identifying developers accountable for substantial changes. However, in the context…

软件工程 · 计算机科学 2025-08-26 Karolina Milano , Bruno Cafeo

We discuss the computational complexity and feasibility properties of scenario based techniques for uncertain optimization programs. We consider different solution alternatives ranging from the standard scenario approach to recursive…

最优化与控制 · 数学 2014-12-16 Nikolaos Kariotoglou , Kostas Margellos , John Lygeros

Computer programs do not always work as expected. In fact, ominous warnings about the desperate state of the software industry continue to be released with almost ritualistic regularity. In this paper, we look at the 60 years history of…

编程语言 · 计算机科学 2017-04-03 Tomas Petricek

Software is primarily developed for people by people and human factors must be studied in all software engineering phases. Creativity is the source to improvise solutions to problems for dominating complex systems such as software…

软件工程 · 计算机科学 2013-05-28 Daniel Graziotin

Many in the Scientific Computing Software community believe that upfront requirements are impossible, or at least infeasible. This paper shows requirements are feasible with the following: i) an appropriate perspective ("faking" the final…

软件工程 · 计算机科学 2019-06-20 Spencer Smith , Malavika Srinivasan , Sumanth Shankar
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