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Conditional-independence-based discovery uses statistical tests to identify a graphical model that represents the independence structure of variables in a dataset. These tests, however, can be unreliable, and algorithms are sensitive to…

机器学习 · 计算机科学 2026-04-21 Philipp M. Faller , Dominik Janzing

Trusted Execution Environment (TEE) enhances the security of mobile applications and cloud services by isolating sensitive code in the secure world from the non-secure normal world. However, TEE applications are still confronted with…

密码学与安全 · 计算机科学 2025-07-11 Chengyan Ma , Ruidong Han , Jieke Shi , Ye Liu , Yuqing Niu , Di Lu , Chuang Tian , Jianfeng Ma , Debin Gao , David Lo

Model checking of real-time systems has evolved throughout the years. Recently, the model checker Ecdar, using timed I/O automata, was used to perform compositional verification. However, in order to fully integrate model checking of…

软件工程 · 计算机科学 2018-09-12 Tobias R. Gundersen , Florian Lorber , Ulrik Nyman , Christian Ovesen

Sequence-based specification and usage-driven statistical testing are designed for rigorous and cost-effective software development, offering a semi-formal approach to assessing the behavior of complex systems and interactions between…

软件工程 · 计算机科学 2025-07-01 Seth Wolfgang , Lan Lin , Fengguang Song

Static code analysis tools are designed to aid software developers to build better quality software in less time, by detecting defects early in the software development life cycle. Even the most experienced developer regularly introduces…

分布式、并行与集群计算 · 计算机科学 2021-02-05 Manuel Arenaz , Xavier Martorell

Effective multivariate time series forecasting often benefits from accurately modeling complex inter-variable dependencies. However, existing attention- or graph-based methods face three key issues: (a) strong temporal self-dependencies are…

机器学习 · 计算机科学 2025-12-19 Feng Xiong , Zongxia Xie , Yanru Sun , Haoyu Wang , Jianhong Lin

Regression testing is performed to provide confidence that changes in a part of software do not affect other parts of the software. An execution of all existing test cases is the best way to re-establish this confidence. However, regression…

软件工程 · 计算机科学 2014-11-27 Imrul Kayes , Jacob Chakareski

Understanding causal relationships between variables is a fundamental problem with broad impact in numerous scientific fields. While extensive research has been dedicated to learning causal graphs from data, its complementary concept of…

机器学习 · 计算机科学 2024-03-12 Jiaqi Zhang , Kirankumar Shiragur , Caroline Uhler

Automatic parallelization improves the performance of serial program by automatically converting to parallel program. Automatic parallelization typically works in three phases: check for data dependencies in the input program, perform…

分布式、并行与集群计算 · 计算机科学 2021-02-19 Kavya Alluru , Jeganathan. L

The degree of dependencies among the modules of a software system is a key attribute to characterize its design structure and its ability to evolve over time. Several design problems are often correlated with undesired dependencies among…

软件工程 · 计算机科学 2018-10-29 J. Andrés Díaz-Pace , Antonela Tommasel , Daniela Godoy

Model-based testing relies on behavior models for the generation of model traces: input and expected output---test cases---for an implementation. We use the case study of an automotive network controller to assess different test suites in…

Testing for independence between graphs is a problem that arises naturally in social network analysis and neuroscience. In this paper, we address independence testing for inhomogeneous Erd\H{o}s-R\'{e}nyi random graphs on the same vertex…

统计方法学 · 统计学 2023-04-19 Yukun Song , Carey E. Priebe , Minh Tang

Modeling inter-dependencies between time-series is the key to achieve high performance in anomaly detection for multivariate time-series data. The de-facto solution to model the dependencies is to feed the data into a recurrent neural…

机器学习 · 计算机科学 2021-08-17 Yuhang Wu , Mengting Gu , Lan Wang , Yusan Lin , Fei Wang , Hao Yang

Network reliability is an important metric to evaluate the connectivity among given vertices in uncertain graphs. Since the network reliability problem is known as #P-complete, existing studies have used approximation techniques. In this…

数据结构与算法 · 计算机科学 2020-09-08 Yuya Sasaki , Yasuhiro Fujiwara , Makoto Onizuka

Unlike most other software quality attributes, testability cannot be evaluated solely based on the characteristics of the source code. The effectiveness of the test suite and the budget assigned to the test highly impact the testability of…

软件工程 · 计算机科学 2022-08-25 Morteza Zakeri-Nasrabadi , Saeed Parsa

In contemporary research, data scientists often test an infinite sequence of hypotheses $H_1,H_2,\ldots$ one by one, and are required to make real-time decisions without knowing the future hypotheses or data. In this paper, we consider such…

统计方法学 · 统计学 2025-12-16 Lasse Fischer , Aaditya Ramdas

With an exponentially growing number of graphs from disparate repositories, there is a strong need to analyze a graph database containing an extensive collection of small- or medium-sized data graphs (e.g., chemical compounds). Although…

数据库 · 计算机科学 2022-12-16 Kai Huang , Haibo Hu , Qingqing Ye , Kai Tian , Bolong Zheng , Xiaofang Zhou

Recently, there has been a growing trend toward feature-based approaches for Online Action Detection (OAD). However, these approaches have limitations due to their fixed backbone design, which ignores the potential capability of a trainable…

计算机视觉与模式识别 · 计算机科学 2023-08-25 Shuqiang Cao , Weixin Luo , Bairui Wang , Wei Zhang , Lin Ma

Understanding causal relations is vital in scientific discovery. The process of causal structure learning involves identifying causal graphs from observational data to understand such relations. Usually, a central server performs this task,…

机器学习 · 计算机科学 2023-12-05 Zhaoyu Wang , Pingchuan Ma , Shuai Wang

Web test automation techniques often rely on crawlers to infer models of web applications for automated test generation. However, current crawlers rely on state equivalence algorithms that struggle to distinguish near-duplicate pages, often…

软件工程 · 计算机科学 2026-02-24 Kasun Kanaththage , Luigi Libero Lucio Starace , Matteo Biagiola , Paolo Tonella , Andrea Stocco