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Thanks to its computational and forwarding capabilities, the mobile network infrastructure can support several third-party ("vertical") services, each composed of a graph of virtual (network) functions (VNFs). Importantly, one or more VNFs…

网络与互联网体系结构 · 计算机科学 2019-10-10 Francesco Malandrino , Carla Fabiana Chiasserini , Gil Einziger , Gabriel Scalosub

Federated learning (FL) mechanisms typically require each client to transfer their weights to a central server, irrespective of how useful they are. In order to avoid wasteful data transfer costs from clients to the central server, we…

机器学习 · 计算机科学 2025-07-04 Aditya Vema Reddy Kesari , Krishna Reddy Kesari

Network function virtualization (NFV) fosters innovation in the networking field and reduces the complexity involved in managing modern-day conventional networks. Via NFV, the provisioning of a network service becomes more agile, whereby…

网络与互联网体系结构 · 计算机科学 2020-02-11 Omar Alhussein , Weihua Zhuang

RWKV is a modern RNN architecture that approaches the performance of Transformers, with the advantage of processing long contexts at a linear memory cost. However, its sequential computation pattern struggles to efficiently leverage GPU…

硬件体系结构 · 计算机科学 2026-01-06 Liu Shijie , Zeng Zhenghao , Jiao Han , Huang Yihua

Video super-resolution (VSR) seeks to reconstruct high-resolution frames from low-resolution inputs. While diffusion-based methods have substantially improved perceptual quality, extending them to video remains challenging for two reasons:…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Jintong Hu , Bin Chen , Zhenyu Hu , Jiayue Liu , Guo Wang , Lu Qi

Software Defined Networking (SDN) promises greater flexibility for directing packet flows, and Network Function Virtualization promises to enable dynamic management of software-based network functions. However, the current divide between an…

网络与互联网体系结构 · 计算机科学 2016-06-09 Wei Zhang , Guyue Liu , Timothy Wood , K. K. Ramakrishnan , Jinho Hwang

Fog computing extends the cloud to the edge of the network, close to the end-users enabling the deployment of some application component in the fog while others in the cloud. Network Functions Virtualization (NFV) decouples the network…

网络与互联网体系结构 · 计算机科学 2019-06-04 Seyedeh Negar Afrasiabi , Somayeh Kianpisheh , Carla Mouradian , Roch H. Glitho , Ashok Moghe

6G, the next generation of mobile networks, is set to offer even higher data rates, ultra-reliability, and lower latency than 5G. New 6G services will increase the load and dynamism of the network. Network Function Virtualization (NFV) aids…

信号处理 · 电气工程与系统科学 2024-10-10 Swarna Bindu Chetty , Avishek Nag , Ahmed Al-Tahmeesschi , Qiao Wang , Berk Canberk , Johann Marquez-Barja , Hamed Ahmadi

Real-time execution is crucial for deploying Vision-Language-Action (VLA) models in the physical world. Existing asynchronous inference methods primarily optimize trajectory smoothness, but neglect the critical latency in reacting to…

机器人学 · 计算机科学 2026-05-19 Yuxiang Lu , Zhe Liu , Xianzhe Fan , Zhenya Yang , Jinghua Hou , Junyi Li , Kaixin Ding , Hengshuang Zhao

Network Function Virtualization (NFV) is a vital player of modern networks providing different types of services such as traffic optimization, content filtering, and load balancing. More precisely, NFV is a provisioning technology aims at…

网络与互联网体系结构 · 计算机科学 2020-04-21 Abolfazl Ghazizadeh , Behzad Akbari , Mohammad Mahdi Tajiki

The Network Functions Virtualization (NFV) advent is making way for the rapid deployment of network services (NS) for telecoms. Automation of network service management is one of the main challenges currently faced by the NFV community.…

软件工程 · 计算机科学 2023-12-01 Sadaf Mustafiz , Omar Hassane , Guillaume Dupont , Ferhat Khendek , Maria Toeroe

Network functions virtualization (NFV) is a new concept that has received the attention of both researchers and network providers. NFV decouples network functions from specialized hardware devices and virtualizes these network functions as…

网络与互联网体系结构 · 计算机科学 2021-05-12 Samane Asgari , Shahram Jamali , Reza Fotohi , Mahdi Nooshyar

Vision-language-action (VLA) models have demonstrated exceptional performance in natural language-driven perception and control. However, the high computational cost of VLA models poses significant efficiency challenges, particularly for…

机器人学 · 计算机科学 2026-03-31 Yiran Shi , Dongqi Guo , Tianchen Zhao , Feng Gao , Liangzhi Shi , Chao Yu , ZhiJian Mo , Qihua Xiao , XiaoShuai Peng , Qingmin Liao , Yu Wang

Diffusion models have recently advanced video restoration, but applying them to real-world video super-resolution (VSR) remains challenging due to high latency, prohibitive computation, and poor generalization to ultra-high resolutions. Our…

计算机视觉与模式识别 · 计算机科学 2025-10-15 Junhao Zhuang , Shi Guo , Xin Cai , Xiaohui Li , Yihao Liu , Chun Yuan , Tianfan Xue

Switching, routing, and security functions are the backbone of packet processing networks. Fast and efficient processing of packets requires maintaining the state of a large number of transient network connections. In particular, modern…

网络与互联网体系结构 · 计算机科学 2023-05-05 Luke McHale , Paul V Gratz , Alex Sprintson

Network function virtualization (NFV) is a promising technology to make 5G networks flexible and agile. NFV decreases operators' OPEX and CAPEX by decoupling the physical hardware from the functions they perform. In NFV, users' service…

网络与互联网体系结构 · 计算机科学 2021-03-04 Shiva Kazemi Taskou , Mehdi Rasti , Pedro H. J. Nardelli

Network function virtualization (NFV) based service function chaining (SFC) allows the provisioning of various security and traffic engineering applications in a cloud network. Inefficient deployment of network functions can lead to…

密码学与安全 · 计算机科学 2018-11-05 Ankur Chowdhary , Dijiang Huang

A key enabling technology of NFV is software dataplane, which has attracted much attention in both academia and industry recently. Yet, till now there is little understanding about its performance in practice. In this paper, we make a…

网络与互联网体系结构 · 计算机科学 2016-05-23 Zhixiong Niu , Hong Xu , Yongqiang Tian , Libin Liu , Peng Wang , Zhenhua Li

Efficient execution of deep learning workloads on dataflow architectures is crucial for overcoming memory bottlenecks and maximizing performance. While streaming intermediate results between computation kernels can significantly improve…

硬件体系结构 · 计算机科学 2025-09-24 Hanchen Ye , Deming Chen

The recent research advances in deep learning have led to the development of small and powerful Convolutional Neural Network (CNN) architectures. Meanwhile Field Programmable Gate Arrays (FPGAs) has become a popular hardware target choice…

图像与视频处理 · 电气工程与系统科学 2020-06-17 Nazariy K. Shaydyuk , Eugene B. John