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Commercial ML APIs offered by providers such as Google, Amazon and Microsoft have dramatically simplified ML adoption in many applications. Numerous companies and academics pay to use ML APIs for tasks such as object detection, OCR and…

软件工程 · 计算机科学 2022-09-20 Lingjiao Chen , Zhihua Jin , Sabri Eyuboglu , Christopher Ré , Matei Zaharia , James Zou

Microservices transform traditional monolithic applications into lightweight, loosely coupled application components and have been widely adopted in many enterprises. Cloud platform infrastructure providers enhance the resource utilization…

分布式、并行与集群计算 · 计算机科学 2026-03-10 Shengye Song , Minxian Xu , Zuowei Zhang , Chengxi Gao , Fansong Zeng , Yu Ding , Kejiang Ye , Chengzhong Xu

The growing need for scalable, maintainable, and fast-deploying systems has made microservice architecture widely popular in software development. This paper presents a system that uses Large Language Models (LLMs) to automate the API-first…

The rise of microservice architectures has revolutionized application design, fostering adaptability and resilience. These architectures facilitate scaling and encourage collaborative efforts among specialized teams, streamlining deployment…

分布式、并行与集群计算 · 计算机科学 2023-11-21 Herve Mbikayi Kabamba , Matthew Khouzam , Michel Dagenais

Application Programming Interfaces (APIs) are essential tools for social work researchers aiming to harness advanced technologies like Large Language Models (LLMs) and other AI services. This paper demystifies APIs and illustrates how they…

软件工程 · 计算机科学 2024-10-29 Brian E. Perron , Hui Luan , Zia Qi , Bryan G. Victor , Kavin Goyal

Many statistical models have high accuracy on test benchmarks, but are not explainable, struggle in low-resource scenarios, cannot be reused for multiple tasks, and cannot easily integrate domain expertise. These factors limit their use,…

计算与语言 · 计算机科学 2021-09-29 Andrew Lee , Jonathan K. Kummerfeld , Lawrence C. An , Rada Mihalcea

The experience and adoption of conversational search is tied to the accuracy and completeness of users' mental models -- their internal frameworks for understanding and predicting system behaviour. Thus, understanding these models can…

人机交互 · 计算机科学 2025-06-05 Chadha Degachi , Samuel Kernan Freire , Evangelos Niforatos , Gerd Kortuem

Cloud applications are more and more microservice-oriented, but a concrete charting of the microservices architecture landscape -- namely, the space of technical options available for microservice software architects in their…

软件工程 · 计算机科学 2022-12-07 Luciano Baresi , Giovanni Quattrocchi , Damian Andrew Tamburri

Participatory design effectively engages stakeholders in technology development but is often constrained by small, resource-intensive activities. This study explores a scalable complementary method, enabling broad pattern identification in…

[Context] Microservices enable the decomposition of applications into small and independent services connected together. The independence between services could positively affect the development velocity of a project, which is considered an…

软件工程 · 计算机科学 2023-06-22 Nyyti Saarimaki , Mikel Robredo , Sira vegas , Natalia Juristo , David Taibi , Valentina Lenarduzzi

In addition to their vital role in professional software development, Application Programming Interfaces (APIs) are now increasingly used by non-professional programmers, including end users, scientists and experts from other domains.…

Context and Motivation: Due to their increasing complexity, everyday software systems are becoming increasingly opaque for users. A frequently adopted method to address this difficulty is explainability, which aims to make systems more…

软件工程 · 计算机科学 2025-06-18 Martin Obaidi , Jannik Fischbach , Marc Herrmann , Hannah Deters , Jakob Droste , Jil Klünder , Kurt Schneider

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

Microservices have become popular in the past few years, attracting the interest of both academia and industry. Despite of its benefits, this new architectural style still poses important challenges, such as resilience, performance and…

The scalability and flexibility of microservice architecture have led to major changes in cloud-native application architectures. However, the complexity of managing thousands of small services written in different languages and handling…

网络与互联网体系结构 · 计算机科学 2024-05-24 Behrooz Farkiani , Raj Jain

Microservice architectures are revolutionizing both small businesses and large corporations, igniting a new era of innovation with their exceptional advantages in maintainability, reusability, and scalability. However, these benefits come…

密码学与安全 · 计算机科学 2024-08-09 Raveen Kanishka Jayalath , Hussain Ahmad , Diksha Goel , Muhammad Shuja Syed , Faheem Ullah

Microservices Architecture (MSA) style is a promising design approach to develop software applications consisting of multiple small and independently deployable services. Over the past few years, researchers and practitioners have proposed…

软件工程 · 计算机科学 2021-10-11 Muhammad Waseem , Peng Liang , Gastón Márquez , Mojtaba Shahin , Arif Ali Khan , Aakash Ahmad

The Model Context Protocol (MCP) has emerged as a widely adopted mechanism for connecting large language models to external tools and resources. While MCP promises seamless extensibility and rich integrations, it also introduces a…

密码学与安全 · 计算机科学 2025-07-10 Zhihao Li , Kun Li , Boyang Ma , Minghui Xu , Yue Zhang , Xiuzhen Cheng

This paper sets out a process of app analysis intended to support understanding of use but also redesign. From usage logs we infer activity patterns - Markov models - and employ probabilistic formal analysis to ask questions about the use…

软件工程 · 计算机科学 2015-10-28 Oana Andrei , Muffy Calder , Matthew Chalmers , Alistair Morrison , Mattias Rost

We investigate how non-native English speakers (NNESs) interact with diverse information aids to assess and select AI-generated paraphrases. We develop ParaScope, an AI paraphrasing assistant that integrates diverse information aids, such…

人机交互 · 计算机科学 2025-05-20 Yewon Kim , Thanh-Long V. Le , Donghwi Kim , Mina Lee , Sung-Ju Lee