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The emergence of programmable switches has brought in-network computing (INC) into the spotlight in recent years. By offloading computation directly onto the data transmission process, INC improves network utilization, reduces latency to…

分布式、并行与集群计算 · 计算机科学 2026-04-22 Tianyu Bai , Ying Zhang , Xiaoxi Zhang , Wenfei Wu

In-Network Computing (INC) has found many applications for performance boosts or cost reduction. However, given heterogeneous devices, diverse applications, and multi-path network typologies, it is cumbersome and error-prone for application…

网络与互联网体系结构 · 计算机科学 2023-07-24 Wenquan Xu , Zijian Zhang , Yong Feng , Haoyu Song , Zhikang Chen , Wenfei Wu , Guyue Liu , Yinchao Zhang , Shuxin Liu , Zerui Tian , Bin Liu

People have shown that in-network computation (INC) significantly boosts performance in many application scenarios include distributed training, MapReduce, agreement, and network monitoring. However, existing INC programming is unfriendly…

分布式、并行与集群计算 · 计算机科学 2022-12-19 Bohan Zhao , Wenfei Wu , Wei Xu

Translating security intent into deployable network enforcement rules and maintaining their effectiveness despite evolving cyber threats remains a largely manual process in most Security Operations Centers (SOCs). In large and heterogeneous…

密码学与安全 · 计算机科学 2026-04-03 Davide Colaiacomo , Chiara Bonfanti , Cataldo Basile

Translating configurations between different network devices is a common yet challenging task in modern network operations. This challenge arises in typical scenarios such as replacing obsolete hardware and adapting configurations to…

网络与互联网体系结构 · 计算机科学 2025-09-23 Yunze Wei , Xiaohui Xie , Tianshuo Hu , Yiwei Zuo , Xinyi Chen , Kaiwen Chi , Yong Cui

Recent advances in artificial intelligence (AI) offer an opportunity for the adoption of self-driving networks. However, network operators or home-network users still do not have the right tools to exploit these new advancements in AI,…

网络与互联网体系结构 · 计算机科学 2020-08-14 Arthur Selle Jacobs , Ricardo José Pfitscher , Ronaldo Alves Ferreira , Lisandro Zambenedetti Granville

Code refinement aims to enhance existing code by addressing issues, refactoring, and optimizing to improve quality and meet specific requirements. As software projects scale in size and complexity, the traditional iterative exchange between…

软件工程 · 计算机科学 2025-02-13 Qi Guo , Xiaofei Xie , Shangqing Liu , Ming Hu , Xiaohong Li , Lei Bu

The increasing proliferation of IoT devices and AI applications has created a demand for scalable and efficient computing solutions, particularly for applications requiring real-time processing. The compute continuum integrates edge and…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Negin Akbari , John Grundy , Aamir Cheema , Adel N. Toosi

Historically, programming language semantics has focused on assigning a precise mathematical meaning to programs. That meaning is a function from the program's input domain to its output domain determined solely by its syntactic structure.…

The structures for the expression of fault-tolerance provisions into the application software are the central topic of this paper. Structuring techniques answer the questions "How to incorporate fault-tolerance in the application layer of a…

软件工程 · 计算机科学 2015-04-14 Vincenzo De Florio , Chris Blondia

Applications such as web search and social networking have been moving from centralized to decentralized cloud architectures to improve their scalability. MapReduce, a programming framework for processing large amounts of data using…

分布式、并行与集群计算 · 计算机科学 2015-11-24 Pedro A. R. S. Costa , Xiao Bai , Fernando M. V. Ramos , Miguel Correia

Intent-Based Networking (IBN) aims to simplify operating heterogeneous infrastructures by translating high-level intents into enforceable policies and assuring compliance. However, dependable automation remains difficult because (i)…

网络与互联网体系结构 · 计算机科学 2026-03-26 Md. Kamrul Hossain , Walid Aljoby

Computer-use agents operate over long horizons under noisy perception, multi-window contexts, evolving environment states. Existing approaches, from RL-based planners to trajectory retrieval, often drift from user intent and repeatedly…

人工智能 · 计算机科学 2026-03-02 Seoyoung Lee , Seobin Yoon , Seongbeen Lee , Yoojung Chun , Dayoung Park , Doyeon Kim , Joo Yong Sim

Agentic AI systems can now generate code with remarkable fluency, but a fundamental question remains: \emph{does the generated code actually do what the user intended?} The gap between informal natural language requirements and precise…

软件工程 · 计算机科学 2026-03-19 Shuvendu K. Lahiri

Fault tolerance is a key factor of industrial computing systems design. But in practical terms, these systems, like every commercial product, are under great financial constraints and they have to remain in operational state as long as…

系统与控制 · 计算机科学 2015-03-31 Andrey A. Shchurov

Voice-controlled dialog systems have become immensely popular due to their ability to perform a wide range of actions in response to diverse user queries. These agents possess a predefined set of skills or intents to fulfill specific user…

计算与语言 · 计算机科学 2026-03-17 Ankan Mullick , Sukannya Purkayastha , Saransh Sharma , Pawan Goyal , Niloy Ganguly

To effectively express and satisfy network application requirements, intent-based network management has emerged as a promising solution. In intent-based methods, users and applications express their intent in a high-level abstract language…

网络与互联网体系结构 · 计算机科学 2024-02-08 Salwa Mostafa , Mohammed S. Elbamby , Mohamed K. Abdel-Aziz , Mehdi Bennis

Cloud systems are the backbone of today's computing industry. Yet, these systems remain complicated to design, build, operate, and improve. All these tasks require significant manual effort by both developers and operators of these systems.…

分布式、并行与集群计算 · 计算机科学 2025-02-11 Vaastav Anand , Yichen Li , Alok Gautam Kumbhare , Celine Irvene , Chetan Bansal , Gagan Somashekar , Jonathan Mace , Pedro Las-Casas , Rodrigo Fonseca

With the increasing complexity of computing systems, complete hardware reliability can no longer be guaranteed. We need, however, to ensure overall system reliability. One of the most important features of artificial neural networks is…

神经与进化计算 · 计算机科学 2015-10-07 Anton Kulakov , Mark Zwolinski , Jeff Reeve

Deep Learning Accelerators are prone to faults which manifest in the form of errors in Neural Networks. Fault Tolerance in Neural Networks is crucial in real-time safety critical applications requiring computation for long durations. Neural…

机器学习 · 计算机科学 2021-06-01 Vasisht Duddu , D. Vijay Rao , Valentina E. Balas
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