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Systems with artificial intelligence components, so-called AI-based systems, have gained considerable attention recently. However, many organizations have issues with achieving production readiness with such systems. As a means to improve…

软件工程 · 计算机科学 2024-09-12 Lukas Heiland , Marius Hauser , Justus Bogner

In dynamic Windows malware detection, deep learning models are extensively deployed to analyze API sequences. Methods based on API sequences play a crucial role in malware prevention. However, due to the continuous updates of APIs and the…

密码学与安全 · 计算机科学 2025-11-24 Xingyuan Wei , Ce Li , Qiujian Lv , Ning Li , Degang Sun , Yan Wang

Foundation Models (FMs), such as OpenAI's GPT, are fundamentally transforming the practice of software engineering by enabling the development of \emph{FMware} -- applications and infrastructures built around these models. FMware systems…

软件工程 · 计算机科学 2025-10-14 Zitao Wang , Zhimin Zhao , Michael W. Godfrey

The microservice software architecture leverages the idea of splitting large monolithic applications into multiple smaller services that interact using lightweight communication schemes. While the microservice architecture has proven its…

分布式、并行与集群计算 · 计算机科学 2025-03-06 Dāvis Kažemaks , Jérémie Decouchant

Fairness in machine learning (ML) applications is an important practice for developers in research and industry. In ML applications, unfairness is triggered due to bias in the data, curation process, erroneous assumptions, and implicit bias…

机器学习 · 计算机科学 2023-04-10 Anoop Mishra , Deepak Khazanchi

Enterprise application integration (EAI) solutions are the centrepiece of current enterprise IT architectures (e.g., cloud and mobile computing, business networks), however, require the formalization of their building blocks, represented by…

软件工程 · 计算机科学 2019-09-13 Daniel Ritter , Stefanie Rinderle-Ma , Marco Montali , Andrey Rivkin , Aman Sinha

Engineering more secure software has become a critical challenge in the cyber world. It is very important to develop methodologies, techniques, and tools for developing secure software. To develop secure software, software developers need…

软件工程 · 计算机科学 2023-02-14 Nicholas Lasky , Benjamin Hallis , Mounika Vanamala , Rushit Dave , Jim Seliya

Objective. Service-oriented architecture increases technical abilities for attacker to move laterally and maintain multiple pivot points inside of compromised environment. Microservice-based infrastructure brings more challenges for…

密码学与安全 · 计算机科学 2021-02-19 Alexander Barabanov , Denis Makrushin

Automated decision making based on big data and machine learning (ML) algorithms can result in discriminatory decisions against certain protected groups defined upon personal data like gender, race, sexual orientation etc. Such algorithms…

人工智能 · 计算机科学 2020-02-06 Vasileios Iosifidis , Besnik Fetahu , Eirini Ntoutsi

As digital interfaces become increasingly prevalent, certain manipulative design elements have emerged that may harm user interests, raising associated ethical concerns and bringing dark patterns into focus as a significant research topic.…

人机交互 · 计算机科学 2024-12-13 Meng Li , Xiang Wang , Liming Nie , Chenglin Li , Yang Liu , Yangyang Zhao , Lei Xue , Kabir Sulaiman Said

Machine learning models are increasingly being adopted across various fields, such as medicine, business, autonomous vehicles, and cybersecurity, to analyze vast amounts of data, detect patterns, and make predictions or recommendations. In…

密码学与安全 · 计算机科学 2024-04-16 Dipkamal Bhusal , Nidhi Rastogi

In this paper, we revisit the problem of product item classification for large-scale e-commerce catalogs. The taxonomy of e-commerce catalogs consists of thousands of genres to which are assigned items that are uploaded by merchants on a…

机器学习 · 计算机科学 2023-08-01 Hotaka Shiokawa , Pradipto Das , Arthur Toth , Justin Chiu

Enterprise applications are often built as service-oriented architectures, where the individual services are designed to perform specific functions and interact with each other by means of well-defined APIs (Application Programming…

软件工程 · 计算机科学 2024-07-11 Fabrizio Montesi , Marco Peressotti , Valentino Picotti , Olaf Zimmermann

In today's rapidly evolving technological landscape and advanced software development, the rise in cyber security attacks has become a pressing concern. The integration of robust cyber security defenses has become essential across all…

软件工程 · 计算机科学 2023-11-02 Mounika Vanamala , Keith Bryant , Alex Caravella

This paper highlights the common pitfalls of overcomplicating the software architecture, development and delivery process by examining two enterprise level web application products built using Microsoft.Net framework. The aim of this paper…

软件工程 · 计算机科学 2016-07-14 Amol Patwardhan

Machine-learning (ML) techniques have become popular in the recent years. ML techniques rely on mathematics and on software engineering. Researchers and practitioners studying best practices for designing ML application systems and software…

软件工程 · 计算机科学 2019-10-14 Hironori Washizaki , Hiromu Uchida , Foutse Khomh , Yann-Gael Gueheneuc

Application autotuning is a promising path investigated in literature to improve computation efficiency. In this context, the end-users define high-level requirements and an autonomic manager is able to identify and seize optimization…

分布式、并行与集群计算 · 计算机科学 2019-01-21 Tomas Martinovic , Davide Gadioli , Gianluca Palermo , Cristina Silvano

Nowadays, collaborative modeling performed by multiple stakeholders is gaining a growing interest in both academia and practice. However, it poses a set of research challenges, such as large and complex models management, support for…

软件工程 · 计算机科学 2016-11-09 Mirco Franzago , Davide Di Ruscio , Ivano Malavolta , Henry Muccini

We study how organizations should select among competing AI models when user utility, deployment costs, and compliance requirements jointly matter. Widely used capability leaderboards do not translate directly into deployment decisions,…

机器学习 · 计算机科学 2025-12-30 Vassilis Digalakis , Ramayya Krishnan , Gonzalo Martin Fernandez , Agni Orfanoudaki

Microservices are a popular architectural style adopted by the industry when it comes to deploying software that requires scalability, maintainability, and agile development. There is an increasing demand for improving the sustainability of…

软件工程 · 计算机科学 2024-07-25 Xingwen Xiao