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With the proliferation of machine learning (ML) libraries and frameworks, and the programming languages that they use, along with operations of data loading, transformation, preparation and mining, ML model development is becoming a…

软件工程 · 计算机科学 2019-04-04 Anirban Bhattacharjee , Yogesh Barve , Shweta Khare , Shunxing Bao , Aniruddha Gokhale , Thomas Damiano

In manufacturing, digital twins, realized as Asset Administration Shells (AAS), have emerged as a prevalent practice. These digital replicas, often utilized as structured repositories of asset-related data, facilitate interoperability…

软件工程 · 计算机科学 2025-12-18 Carsten Ellwein , Jingxi Zhang , Andreas Wortmann , Antony Ayman Alfy Meckhael

While the field of NL2SQL has made significant advancements in translating natural language instructions into executable SQL scripts for data querying and processing, achieving full automation within the broader data science pipeline -…

人工智能 · 计算机科学 2024-08-01 Yuan Liao , Jiang Bian , Yuhui Yun , Shuo Wang , Yubo Zhang , Jiaming Chu , Tao Wang , Kewei Li , Yuchen Li , Xuhong Li , Shilei Ji , Haoyi Xiong

Ensuring data quality in cloud-native Extract-Load-Transform (ELT) pipelines is increasingly challenging due to heterogeneous data sources, evolving schemas, and multi-backend execution environments. This paper presents a unified,…

软件工程 · 计算机科学 2026-05-21 Ismail Gargouri , Hassan Reza

Deploying a Machine Learning (ML) training pipeline into production requires good software engineering practices. Unfortunately, the typical data science workflow often leads to code that lacks critical software quality attributes. This…

Autoscaling is a technology that automatically scales resources for applications without human intervention to ensure runtime Quality of Service (QoS) while reducing costs. However, user-facing cloud applications serve dynamic workloads…

软件工程 · 计算机科学 2026-03-03 Chunyang Meng , Haogang Tong , Tianyang Wu , Maolin Pan , Yang Yu , Yi Jiang

Modern data analytic workloads increasingly require handling multiple data models simultaneously. Two primary approaches meet this need: polyglot persistence and multi-model database systems. Polyglot persistence employs a coordinator…

数据库 · 计算机科学 2025-08-06 Kyoseung Koo , Bogyeong Kim , Bongki Moon

Machine Learning (ML) and Artificial Intelligence (AI) have a dependency on data sources to train, improve and make predictions through their algorithms. With the digital revolution and current paradigms like the Internet of Things, this…

机器学习 · 计算机科学 2020-07-17 Cristian Martín , Peter Langendoerfer , Pouya Soltani Zarrin , Manuel Díaz , Bartolomé Rubio

Security in cloud computing has become a major concern due to several factors such as layered cloud architectures, dynamic environments, and exposure to unseen or zero-day attacks. Moreover, intrusion detection systems (IDS) typically…

密码学与安全 · 计算机科学 2026-05-18 Syed Waqas Ali , Ibrar Ali Shah , Farzana Zahid , Daniyal Munir , Hans D. Schotten

Software modernisation through the migration from monolithic architectures to microservices has become increasingly critical, yet identifying effective service boundaries remains a complex and unresolved challenge. Although numerous…

Application layer multicast (ALM) also called Overlay Multicast, is an attractive alternative solution to most of the problems associated with IP multicast. In ALM, multicast-related functionalities are moved to end-hosts. Application layer…

网络与互联网体系结构 · 计算机科学 2017-03-03 Ashutosh Singh , Yatindra Nath Singh

The rapid advancement of LLMs has led to the creation of diverse agentic systems in data analysis, utilizing LLMs' capabilities to improve insight generation and visualization. In this paper, we present an agentic system that automates the…

人工智能 · 计算机科学 2025-05-30 Ran Zhang , Mohannad Elhamod

In cloud-scale systems, failures are the norm. A distributed computing cluster exhibits hundreds of machine failures and thousands of disk failures; software bugs and misconfigurations are reported to be more frequent. The demand for…

分布式、并行与集群计算 · 计算机科学 2026-03-20 Yinfang Chen , Jiaqi Pan , Jackson Clark , Yiming Su , Noah Zheutlin , Bhavya Bhavya , Rohan Arora , Yu Deng , Saurabh Jha , Tianyin Xu

Building Information Modeling (BIM) is an essential component in the sustainable reconstruction and revitalization of ageing structures. However, model creation usually relies on laborious manual transformation of the unstructured point…

计算机视觉与模式识别 · 计算机科学 2025-07-11 Slávek Zbirovský , Václav Nežerka

In Application layer multicast (ALM) also called Overlay Multicast, multicast-related functionalities are moved to end-hosts. The key advantages, overlays offers, are flexibility, adaptability and ease of deployment [1]. Application layer…

网络与互联网体系结构 · 计算机科学 2013-09-17 Ashutosh Singh , Yatindra Nath Singh

Monolithic applications used to be considered the standard for software development. However, due to the rapid evolution of technology and the increasing demand for scalability and flexibility, these applications have become increasingly…

系统与控制 · 电气工程与系统科学 2023-07-13 David Ahmad Abboud , Damien Jacob

Traditional threat modeling occurs during design, but cloud deployments introduce unanticipated threats, especially multi-stage attacks chaining vulnerabilities across trust boundaries. Existing security tools analyze components in…

密码学与安全 · 计算机科学 2026-03-25 Nicholas Pecka , Lotfi Ben Othmane , Bharat Bhargava , Renee Bryce

High-level synthesis (HLS) has enabled the rapid development of custom hardware circuits for many software applications. However, developing high-performance hardware circuits using HLS is still a non-trivial task requiring expertise in…

硬件体系结构 · 计算机科学 2025-01-17 Suhail Basalama , Jason Cong

Document parsing has recently advanced with multimodal large language models (MLLMs) that directly map document images to structured outputs. Traditional cascaded pipelines depend on precise layout analysis and often fail under casually…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Gengluo Li , Pengyuan Lyu , Chengquan Zhang , Huawen Shen , Liang Wu , Xingyu Wan , Gangyan Zeng , Han Hu , Can Ma , Yu Zhou

Migrating monolithic software systems into microservices requires the application of decomposition techniquesto find and select appropriate service boundaries. These techniques are often based on domain knowledge, static code analysis, and…

软件工程 · 计算机科学 2020-03-06 Alexander Krause , Christian Zirkelbach , Wilhelm Hasselbring , Stephan Lenga , Dan Kröger