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Publications proposing novel machine learning methods are often primarily rated by exhibited predictive performance on selected problems. In this position paper we argue that predictive performance alone is not a good indicator for the…

机器学习 · 计算机科学 2024-06-07 Florian Karl , Lukas Malte Kemeter , Gabriel Dax , Paulina Sierak

In a world of daily emerging scientific inquisition and discovery, the prolific launch of machine learning across industries comes to little surprise for those familiar with the potential of ML. Neither so should the congruent expansion of…

人工智能 · 计算机科学 2021-12-13 Brianna Richardson , Juan E. Gilbert

The First International Workshop on Trends in Functional Programming in Education, TFPIE 2012, was held on June 11, 2012 at the University of St Andrews in Scotland. The goal of TFPIE is to gather researchers, professors, teachers, and all…

编程语言 · 计算机科学 2013-01-22 Marco T. Morazán , Peter Achten

Scientific publishing systematically filters out negative results. We argue that this long-standing asymmetry has become an urgent problem in the era of large language models, which inherit the positive bias of the literature they are…

数字图书馆 · 计算机科学 2026-04-09 Sungmin Lee

Paper is withdrawn. On review the paper contributes little of significance. The runtime analysis of the algorithms presented, while correct in terms of number of operations, does not represent the complexity of the algorithms in terms of…

数据结构与算法 · 计算机科学 2011-07-29 Charles Sauerbier

Crises in peer review capacity, study replication, and AI-fabricated science have intensified interest in automated tools for assessing scientific research. However, the scientific community has a history of decontextualizing and…

计算机与社会 · 计算机科学 2026-01-16 Carole J. Lee

This paper has been withdrawn by the authors, due to a crucial error.

泛函分析 · 数学 2008-01-24 A. Ibort , P. Linares , J. G. Llavona

Feature extraction is a fundamental task in the application of machine learning methods to SAT solving. It is used in algorithm selection and configuration for solver portfolios and satisfiability classification. Many approaches have been…

人工智能 · 计算机科学 2022-05-02 Benjamin Provan-Bessell , Marco Dalla , Andrea Visentin , Barry O'Sullivan

Function-correcting codes are an innovative class of codes that are designed to protect a function evaluation of the data against errors or corruptions. Due to its usefulness in machine learning applications and archival data storage, where…

信息论 · 计算机科学 2025-03-18 Anamika Singh , Abhay Kumar Singh , Eitan Yaakobi

Algorithmic systems make decisions that have a great impact in our lives. As our dependency on them is growing so does the need for transparency and holding them accountable. This paper presents a model for evaluating how transparent these…

计算机与社会 · 计算机科学 2018-07-18 Yiannis Kanellopoulos

Formal methods yet advantageous, face challenges towards wide acceptance and adoption in software development practices. The major reason being presumed complexity. The issue can be addressed by academia with a thoughtful plan of teaching…

软件工程 · 计算机科学 2019-06-05 Mansur Khazeev , Manuel Mazzara , Daniel De Carvalho , Hamna Aslam

Most accurate predictions are typically obtained by learning machines with complex feature spaces (as e.g. induced by kernels). Unfortunately, such decision rules are hardly accessible to humans and cannot easily be used to gain insights…

机器学习 · 统计学 2010-08-13 Alexander Zien , Nicole Kraemer , Soeren Sonnenburg , Gunnar Raetsch

The convergence of LLM-powered research assistants and AI-based peer review systems creates a critical vulnerability: fully automated publication loops where AI-generated research is evaluated by AI reviewers without human oversight. We…

密码学与安全 · 计算机科学 2025-10-22 Fengqing Jiang , Yichen Feng , Yuetai Li , Luyao Niu , Basel Alomair , Radha Poovendran

This volume constitutes the pre-proceedings of the 26th International Workshop on Functional and Logic Programming (WFLP 2018). It is formed of those papers selected by the program committee for presentation at the workshop. After…

编程语言 · 计算机科学 2018-10-02 Josep Silva

Context: Seamless model-based development provides integrated chains of models, covering all software engineering phases. Non-functional requirements (NFRs), like reusability, further play a vital role in software and systems engineering,…

软件工程 · 计算机科学 2017-02-27 Jonas Eckhardt , Daniel Méndez Fernández , Andreas Vogelsang

The current article is an interdisciplinary attempt to decipher automatic program repair processes. The review is done by the manner typical to human science known as diffraction. We attempt to spot a gap in the literature of self-healing…

软件工程 · 计算机科学 2020-11-06 S. Amirhossein Mousavi , Donya Azizi Babani , Francesco Flammini

The increasing complexity of software systems and the influence of software-supported decisions in our society have sparked the need for software that is safe, reliable, and fair. Explainability has been identified as a means to achieve…

软件工程 · 计算机科学 2022-09-02 Timo Speith

Manually checking models for compliance against building regulation is a time-consuming task for architects and construction engineers. There is thus a need for algorithms that process information from construction projects and report…

人工智能 · 计算机科学 2019-10-02 Nicolas Bus , Ana Roxin , Guillaume Picinbono , Muhammad Fahad

Reproducibility is a cornerstone of science. FAIR (findable, accessible, interoperable, and reusable) data is often a vital step towards testing the reproducibility of results. The implementation of FAIR principles in the astrophysical…

天体物理仪器与方法 · 物理学 2026-02-10 Susanne Pfalzner , Stephan Hachinger , Jolanta Zjupa , Salvatore Cielo , Frank W. Wagner , Marcus Brüggen , Annika Hagemeier

This chapter is interested in the epistemology of algorithms. As I intend to approach the topic, this is an issue about epistemic justification. Current approaches to justification emphasize the transparency of algorithms, which entails…

人工智能 · 计算机科学 2025-03-03 Juan Manuel Durán