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This study presents the m-arcsinh Kernel ('m-ar-K') Fast Independent Component Analysis ('FastICA') method ('m-ar-K-FastICA') for feature extraction. The kernel trick has enabled dimensionality reduction techniques to capture a higher…

机器学习 · 计算机科学 2021-08-19 Luca Parisi

We present CleanQ, a high-performance operating-system interface for descriptor-based data transfer with rigorous formal semantics, based on a simple, formally-verified notion of ownership transfer, with a fast reference implementation.…

操作系统 · 计算机科学 2019-11-21 Roni Haecki , Lukas Humbel , Reto Achermann , David Cock , Daniel Schwyn , Timothy Roscoe

We have developed several autotuning benchmarks in CUDA that take into account performance-relevant source-code parameters and reach near peak-performance on various GPU architectures. We have used them during the development and evaluation…

分布式、并行与集群计算 · 计算机科学 2021-02-11 Jiří Filipovič , Jana Hozzová , Amin Nezarat , Jaroslav Oľha , Filip Petrovič

Test suites assess natural language processing models' performance on specific functionalities: cases of interest involving model robustness, fairness, or particular linguistic capabilities. This paper introduces specification instructions:…

计算与语言 · 计算机科学 2024-11-19 Pedro Henrique Luz de Araujo , Benjamin Roth

Opaque predicates are a well-established fundamental building block for software obfuscation. Simplified, an opaque predicate implements an expression that provides constant Boolean output, but appears to have dynamic behavior for static…

密码学与安全 · 计算机科学 2019-10-03 Max Hoffmann , Christof Paar

Random features approach has been widely used for kernel approximation in large-scale machine learning. A number of recent studies have explored data-dependent sampling of features, modifying the stochastic oracle from which random features…

机器学习 · 计算机科学 2021-11-03 Yinsong Wang , Shahin Shahrampour

This paper proposes a method for identification of a user`s fixed string set (which can be a command/instruction set for a terminal or microprocessor). This method is fast and has very small memory requirements, compared to a traditional…

人机交互 · 计算机科学 2007-05-23 Dimitrios Skraparlis

Large language models are increasingly used to generate code from natural language, but ensuring correctness remains challenging. Formal verification offers a principled way to obtain such guarantees by proving that a program satisfies a…

机器学习 · 计算机科学 2026-04-14 Zhe Ye , Aidan Z. H. Yang , Huangyuan Su , Zhenyu Liao , Samuel Tenka , Zhizhen Qin , Udaya Ghai , Dawn Song , Soonho Kong

We introduce COREQQA, a tool for assisting requirements engineers in acquiring a better understanding of compliance requirements by means of automated Question Answering. Extracting compliance-related requirements by manually navigating…

软件工程 · 计算机科学 2022-06-22 Sallam Abualhaija , Chetan Arora , Lionel Briand

In recent years, machine learning models have been increasingly applied to spectroscopic datasets for chemical and biomedical analysis. For their successful adoption, particularly in clinical and safety-critical settings, professionals and…

Software system can include redundant implementation elements, such as, different methods that can produce indistinguishable results. This type of redundancy is called intrinsic if it is already available in the software, although not…

软件工程 · 计算机科学 2014-11-18 Matteo Brunetto

Context: Conflicts between software requirements bring uncertainties to product development. Some great approaches have been proposed to identify these conflicts. However, they usually require the software requirements represented with…

软件工程 · 计算机科学 2021-03-04 Weize Guo , Li Zhang , Xiaoli Lian

Region-level captioning aims to generate natural language descriptions for specific image regions while highlighting their distinguishing features. However, existing methods struggle to produce unique captions across multi-granularity,…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Sangbeom Lim , Junwan Kim , Heeji Yoon , Jaewoo Jung , Seungryong Kim

Autotuning of performance-relevant source-code parameters allows to automatically tune applications without hard coding optimizations and thus helps with keeping the performance portable. In this paper, we introduce a benchmark set of ten…

分布式、并行与集群计算 · 计算机科学 2020-03-02 Filip Petrovič , David Střelák , Jana Hozzová , Jaroslav Oľha , Richard Trembecký , Siegfried Benkner , Jiří Filipovič

Formal verification provides a rigorous and systematic approach to ensure the correctness and reliability of software systems. Yet, constructing specifications for the full proof relies on domain expertise and non-trivial manpower. In view…

软件工程 · 计算机科学 2024-04-03 Cheng Wen , Jialun Cao , Jie Su , Zhiwu Xu , Shengchao Qin , Mengda He , Haokun Li , Shing-Chi Cheung , Cong Tian

Critical-infrastructure operators are increasingly expected to assess and remediate vulnerabilities in deployed industrial software. However, much of this software exists as opaque industrial software (OIS), including stripped firmware,…

密码学与安全 · 计算机科学 2026-05-20 Bowei Ning , Xuejun Zong , Lian Lian , Kan He , Guogang Wang , Yifei Sun , Jinyang Liu

Accurate and up-to-date models describing the be- havior of software systems are seldom available in practice. To address this issue, software engineers may use specification mining techniques, which can automatically derive models that…

软件工程 · 计算机科学 2017-05-24 Fabrizio Pastore , Daniela Micucci , Leonardo Mariani

In the last decade it became a common practice to formalise software requirements to improve the clarity of users' expectations. In this work we build on the fact that functional requirements can be expressed in temporal logic and we…

软件工程 · 计算机科学 2015-10-12 Jiří Barnat , Petr Bauch , Nikola Beneš , Luboš Brim , Jan Beran , Tomáš Kratochvíla

The cache plays a key role in determining the performance of applications, no matter for sequential or concurrent programs on homogeneous and heterogeneous architecture. Fixing cache misses requires to understand the origin and the type of…

性能 · 计算机科学 2022-03-22 Jin Zhou , Steven , Tang , Hanmei Yang , Tongping Liu

There are some non-formal methodologies such as RUP, OpenUP, agile methodologies such as SCRUP, XP and techniques like those proposed by UML, which allow the development of software. The software industry has struggled to generate quality…

软件工程 · 计算机科学 2011-11-07 Carlos Alberto Fernandez-y-Fernandez , Martín José José