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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…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

Networking and Internet Architecture · Computer Science 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…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

Cryptography and Security · Computer Science 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…

Networking and Internet Architecture · Computer Science 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,…

Networking and Internet Architecture · Computer Science 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…

Software Engineering · Computer Science 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…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

Software Engineering · Computer Science 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…

Distributed, Parallel, and Cluster Computing · Computer Science 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)…

Networking and Internet Architecture · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Software Engineering · Computer Science 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…

Systems and Control · Computer Science 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…

Computation and Language · Computer Science 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…

Networking and Internet Architecture · Computer Science 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.…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

Neural and Evolutionary Computing · Computer Science 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…

Machine Learning · Computer Science 2021-06-01 Vasisht Duddu , D. Vijay Rao , Valentina E. Balas
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