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Service-oriented workflows are typically executed using a centralised orchestration approach that presents significant scalability challenges. These challenges include the consumption of network bandwidth, degradation of performance, and…

分布式、并行与集群计算 · 计算机科学 2013-11-11 Ward Jaradat , Alan Dearle , Adam Barker

Real-time speech synthesis requires balancing inference latency and acoustic fidelity for interactive applications. Conventional continuous text-to-speech pipelines require computationally intensive neural vocoders to reconstruct phase…

音频与语音处理 · 电气工程与系统科学 2026-04-15 Tianhui Su , Tien-Ping Tan , Salima Mdhaffar , Yannick Estève , Aghilas Sini

Autonomous edge computing in robotics, smart cities, and autonomous vehicles relies on the seamless integration of sensing, processing, and actuation for real-time decision-making in dynamic environments. At its core is the…

This paper proposes an intelligent service optimization method based on a multi-agent collaborative evolution mechanism to address governance challenges in large-scale microservice architectures. These challenges include complex service…

分布式、并行与集群计算 · 计算机科学 2025-08-29 Yilin Li , Song Han , Sibo Wang , Ming Wang , Renzi Meng

Modern microservice systems exhibit continuous structural evolution in their runtime call graphs due to workload fluctuations, fault responses, and deployment activities. Despite this complexity, our analysis of over 500,000 production…

软件工程 · 计算机科学 2026-02-04 Yu Tang , Hailiang Zhao , Chuansheng Lu , Yifei Zhang , Kingsum Chow , Shuiguang Deng , Rui Shi

Accurate time series forecasting underpins decision-making across domains, yet conventional ML development suffers from data scarcity in new deployments, poor adaptability under distribution shift, and diminishing returns from manual…

人工智能 · 计算机科学 2026-03-09 Longkun Xu , Xiaochun Zhang , Qiantu Tuo , Rui Li

Modern enterprise platforms increasingly depend on distributed microservices, analytical data platforms, and external APIs to construct composite responses for applications. Orchestrating data retrieval across these heterogeneous systems is…

分布式、并行与集群计算 · 计算机科学 2026-03-11 Abhiram Kandiraju

The recent apparition of mobile wireless sensor aware to their physical environment and able to process information must allow proposing applications able to take into account their physical context and to react according to the changes of…

软件工程 · 计算机科学 2008-12-22 Christine Louberry , Marc Dalmau , Philippe Roose

The increased mobile connectivity, the range and number of services available in various computing environments in the network, demand mobile applications to be highly dynamic to be able to efficiently incorporate those services into…

网络与互联网体系结构 · 计算机科学 2021-01-05 Chathura Sarathchandra

Purpose: Microservice Architecture (MSA) denotes an increasingly popular architectural style in which business capabilities are wrapped into autonomously developable and deployable software components called microservices. Microservice…

软件工程 · 计算机科学 2021-07-28 Jonas Sorgalla , Philip Wizenty , Florian Rademacher , Sabine Sachweh , Albert Zündorf

Service composition aims at achieving a business goal by composing existing service-based applications or components. The response time of a service is crucial especially in time critical business environments, which is often stated as a…

软件工程 · 计算机科学 2020-03-19 Étienne André , Tian Huat Tan , Manman Chen , Shuang Liu , Jun Sun , Yang Liu , Jin Song Dong

Modern operating system schedulers employ a single, static policy, which struggles to deliver optimal performance across the diverse and dynamic workloads of contemporary systems. This "one-policy-fits-all" approach leads to significant…

分布式、并行与集群计算 · 计算机科学 2025-11-18 Xinbo Wang , Shian Jia , Ziyang Huang , Jing Cao , Mingli Song

Emerging reconfigurable datacenters allow to dynamically adjust the network topology in a demand-aware manner. These datacenters rely on optical switches which can be reconfigured to provide direct connectivity between racks, in the form of…

网络与互联网体系结构 · 计算机科学 2025-03-19 Kathrin Hanauer , Monika Henzinger , Lara Ost , Stefan Schmid

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…

Adaptive agent design offers a way to improve human-AI collaboration on time-sensitive tasks in rapidly changing environments. In such cases, to ensure the human maintains an accurate understanding of critical task elements, an assistive…

人工智能 · 计算机科学 2025-10-28 Anwesha Das , John Duff , Jörg Hoffmann , Vera Demberg

The growth of compute-intensive AI tasks highlights the need to mitigate the processing costs and improve performance and energy efficiency. This necessitates the integration of intelligent agents as architectural adaptation supervisors…

机器人学 · 计算机科学 2026-04-16 Mahyar T Moghaddam , Joakim Leed , Anders Frandsen

Prior representative ReAct-style approaches in autonomous Software Engineering (SWE) typically lack the explicit System-2 reasoning required for deep analysis and handling complex edge cases. While recent reasoning models demonstrate the…

人工智能 · 计算机科学 2026-04-14 Shuquan Lian , Juncheng Liu , Yazhe Chen , Yuhong Chen , Hui Li

Automatic multi-agent systems aim to instantiate agent workflows without relying on manually designed or fixed orchestration. However, existing automatic MAS approaches remain only partially adaptive: they either perform training-free…

人工智能 · 计算机科学 2026-05-15 Yaolun Zhang , Yujie Zhao , Nan Wang , Yiran Wu , Jiayu Chang , Yizhao Chen , Qingyun Wu , Jishen Zhao , Huazheng Wang

The increasing demand for heterogeneous functionality in the automotive industry and the evolution of chip manufacturing processes have led to the transition from federated to integrated critical real-time embedded systems (CRTESs). This…

The stringent requirements of mobile edge computing (MEC) applications and functions fathom the high capacity and dense deployment of MEC hosts to the upcoming wireless networks. However, operating such high capacity MEC hosts can…

机器学习 · 计算机科学 2021-02-11 Md. Shirajum Munir , Nguyen H. Tran , Walid Saad , Choong Seon Hong