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Ascertaining the feasibility of independent falsification or repetition of published results is vital to the scientific process, and replication or reproduction experiments are routinely performed in many disciplines. Unfortunately, such…

Databases · Computer Science 2020-09-11 Dimitri Braininger , Wolfgang Mauerer , Stefanie Scherzinger

The paper introduces RPSE, Reification as a Paradigm of Software Engineering, and enumerates the most important theoretical and practical problems of the development and application of this paradigm. Main thesis: Software engineering is the…

Software Engineering · Computer Science 2018-10-05 Viktor Sirotin

Background: The process of mapping a source code entity onto an architectural module is to a large degree a manual task. Automating this process could increase the use of static architecture conformance checking methods, such as reflexion…

Software Engineering · Computer Science 2021-09-21 Tobias Olsson , Morgan Ericsson , Anna Wingkvist

Understanding how software defects manifest and evolve in production environments is critical for improving reliability. While previous research has largely focused on pre-release defects, the nature of residual faults, i.e., those escaping…

Software Engineering · Computer Science 2026-04-30 Domenico Cotroneo , Giuseppe De Rosa , Cristina Improta , Benedetta Gaia Varriale

The widespread dependency on open-source software makes it a fruitful target for malicious actors, as demonstrated by recurring attacks. The complexity of today's open-source supply chains results in a significant attack surface, giving…

Cryptography and Security · Computer Science 2023-07-19 Piergiorgio Ladisa , Henrik Plate , Matias Martinez , Olivier Barais

Bug prediction has long been considered the "prince" of empirical software engineering research, and accordingly, a substantial body of work has focused on predicting bugs to enable early preventive actions. However, most existing studies…

Software Engineering · Computer Science 2026-03-02 Ethan Friesen , Sasha Morton-Salmon , Md Nahidul Islam Opu , Shahidul Islam , Shaiful Chowdhury

Computational reproducibility is a growing problem that has been extensively studied among computational researchers and within the signal processing and machine learning research community. However, with the changing landscape of signal…

Signal Processing · Electrical Eng. & Systems 2022-02-16 Joseph Shenouda , Waheed U. Bajwa

Third-party library dependencies are commonplace in today's software development. With the growing threat of security vulnerabilities, applying security fixes in a timely manner is important to protect software systems. As such, the…

Software Engineering · Computer Science 2022-05-18 Ayano Ikegami , Raula Gaikovina Kula , Bodin Chinthanet , Vittunyuta Maeprasart , Ali Ouni , Takashi Ishio , Kenichi Matsumoto

A deep learning system typically suffers from a lack of reproducibility that is partially rooted in hardware or software implementation details. The irreproducibility leads to skepticism in deep learning technologies and it can hinder them…

Computer Vision and Pattern Recognition · Computer Science 2024-10-15 Jiahao Pang , Muhammad Asad Lodhi , Junghyun Ahn , Yuning Huang , Dong Tian

Reproducibility of computationally-derived scientific discoveries should be a certainty. As the product of several person-years' worth of effort, results -- whether disseminated through academic journals, conferences or exploited through…

Computational Engineering, Finance, and Science · Computer Science 2015-06-17 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Software bills of materials (SBOM) promise to become the backbone of software supply chain hardening. We deep-dive into 6 tools and the accuracy of the SBOMs they produce for complex open-source Java projects. Our novel insights reveal some…

Reproducibility is a cornerstone of scientific progress, yet its state in large language model (LLM)-based software engineering (SE) research remains poorly understood. This paper presents the first large-scale, empirical study of…

Software Engineering · Computer Science 2025-12-02 Mohammed Latif Siddiq , Arvin Islam-Gomes , Natalie Sekerak , Joanna C. S. Santos

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

This paper describes a method for the recovering of software architectures from a set of similar (but unrelated) software products in binary form. One intention is to drive refactoring into software product lines and combine architecture…

Software Engineering · Computer Science 2016-08-08 Ian D. Peake , Jan Olaf Blech , Lasith Fernando , Divyasheel Sharma , Srini Ramaswamy , Mallikarjun Kande

Reopened bugs can degrade the overall quality of a software system since they require unnecessary rework by developers. Moreover, reopened bugs also lead to a loss of trust in the end-users regarding the quality of the software. Thus,…

Software Engineering · Computer Science 2022-02-18 Ankur Tagra , Haoxiang Zhang , Gopi Krishnan Rajbahadur , Ahmed E. Hassan

There has been increasing concern within the machine learning community that we are in a reproducibility crisis. As many have begun to work on this problem, all work we are aware of treat the issue of reproducibility as an intrinsic binary…

Machine Learning · Statistics 2020-12-21 Edward Raff

Reproducibility is one of the core dimensions that concur to deliver Trustworthy Artificial Intelligence. Broadly speaking, reproducibility can be defined as the possibility to reproduce the same or a similar experiment or method, thereby…

Artificial Intelligence · Computer Science 2023-02-27 Riccardo Albertoni , Sara Colantonio , Piotr Skrzypczyński , Jerzy Stefanowski

Nowadays, exploits often rely on a code-reuse approach. Short pieces of code called gadgets are chained together to execute some payload. Code-reuse attacks can exploit vulnerabilities in the presence of operating system protection that…

Cryptography and Security · Computer Science 2022-03-23 Alexey Nurmukhametov , Alexey Vishnyakov , Vlada Logunova , Shamil Kurmangaleev

Many research fields are currently reckoning with issues of poor levels of reproducibility. Some label it a "crisis", and research employing or building Machine Learning (ML) models is no exception. Issues including lack of transparency,…

Software Engineering · Computer Science 2025-02-27 Harald Semmelrock , Tony Ross-Hellauer , Simone Kopeinik , Dieter Theiler , Armin Haberl , Stefan Thalmann , Dominik Kowald

Machine learning (ML) reproducibility is often framed as a problem of incomplete artifact recording. This framing leads to systems that prioritize capturing datasets, code, configurations, and execution environments. However, in…

Human-Computer Interaction · Computer Science 2026-04-13 Zhiwei Li , Carl Kesselman