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The rapid adoption of QUIC as a transport protocol has transformed content delivery by reducing latency, enhancing congestion control (CC), and enabling more efficient multiplexing. With the advent of 5G networks, which support ultra-low…

网络与互联网体系结构 · 计算机科学 2026-02-11 Jashanjot Singh Sidhu , Jorge Ignacio Sandoval , Abdelhak Bentaleb , Sandra Cespedes

Mobile edge computing (MEC) is considered a novel paradigm for computation-intensive and delay-sensitive tasks in fifth generation (5G) networks and beyond. However, its uncertainty, referred to as dynamic and randomness, from the mobile…

信息论 · 计算机科学 2022-06-22 Peng Wei , Kun Guo , Ye Li , Jue Wang , Wei Feng , Shi Jin , Ning Ge , Ying-Chang Liang

In 2025, Large Language Model (LLM) services have launched a new feature -- AI video chat -- allowing users to interact with AI agents via real-time video communication (RTC), just like chatting with real people. Despite its significance,…

网络与互联网体系结构 · 计算机科学 2025-10-02 Jiayang Xu , Xiangjie Huang , Zijie Li , Zili Meng

In safe offline reinforcement learning (RL), the objective is to develop a policy that maximizes cumulative rewards while strictly adhering to safety constraints, utilizing only offline data. Traditional methods often face difficulties in…

机器学习 · 计算机科学 2026-02-11 Prajwal Koirala , Zhanhong Jiang , Soumik Sarkar , Cody Fleming

Real-world wireless data are expensive to collect and often lack sufficient expert demonstrations, causing existing offline RL methods to overfit suboptimal behaviors and exhibit unstable performance. To address this issue, we propose CORE,…

网络与互联网体系结构 · 计算机科学 2025-12-23 Lipeng Zu , Hansong Zhou , Yu Qian , Shayok Chakraborty , Yukun Yuan , Linke Guo , Xiaonan Zhang

In this paper, wireless video transmission over full-duplex channels under total bandwidth and minimum required quality constraints is studied. In order to provide the desired performance levels to the end-users in real-time video…

信息论 · 计算机科学 2017-07-27 Chuang Ye , M. Cenk Gursoy , Senem Velipasalar

The integration of wireless communications and Large Language Models (LLMs) is poised to unlock ubiquitous intelligent services, yet deploying them in wireless edge-device collaborative environments presents a critical trade-off between…

信息论 · 计算机科学 2025-08-18 Rui Bao , Nan Xue , Yaping Sun , Zhiyong Chen

Semantic communication, recognized as a promising technology for future intelligent applications, has received widespread research attention. Despite the potential of semantic communication to enhance transmission reliability, especially in…

信息论 · 计算机科学 2023-12-05 Lingyi Wang , Wei Wu , Fuhui Zhou , Zhaohui Yang , Zhijin Qin

Reinforcement learning (RL) with limited samples is common in real-world applications. However, offline RL performance under this constraint is often suboptimal. We consider an alternative approach to dealing with limited samples by…

机器学习 · 计算机科学 2025-11-14 Outongyi Lv , Yewei Yuan , Nana Liu

The increased use of video conferencing applications (VCAs) has made it critical to understand and support end-user quality of experience (QoE) by all stakeholders in the VCA ecosystem, especially network operators, who typically do not…

网络与互联网体系结构 · 计算机科学 2023-11-10 Taveesh Sharma , Tarun Mangla , Arpit Gupta , Junchen Jiang , Nick Feamster

Mobile apps are increasingly relying on high-throughput and low-latency content delivery, while the available bandwidth on wireless access links is inherently time-varying. The handoffs between base stations and access modes due to user…

网络与互联网体系结构 · 计算机科学 2021-04-28 Lifan Mei , Jinrui Gou , Yujin Cai , Houwei Cao , Yong Liu

End-to-end delay is a critical attribute of quality of service (QoS) in application domains such as cloud computing and computer networks. This metric is particularly important in tandem service systems, where the end-to-end service is…

机器学习 · 计算机科学 2021-01-13 Majid Raeis , Ali Tizghadam , Alberto Leon-Garcia

Adaptive bitrate (ABR) streaming enables video users to adapt the playing bitrate to the real-time network conditions to achieve the desirable quality of experience (QoE). In this work, we propose a novel crowdsourced streaming framework…

多媒体 · 计算机科学 2018-05-22 Lin Gao , Ming Tang , Haitian Pang , Jianwei Huang , Lifeng Sun

With the inevitable dominance of video traffic on the Internet, providing perceptually good video quality is becoming a challenging task. This is partly due to the bursty nature of video traffic, changing network conditions and limitations…

网络与互联网体系结构 · 计算机科学 2020-08-18 Qahhar Muhammad Qadir , Alexander A. Kist , Zhongwei Zhang

Optimized control of quantum networks is essential for enabling distributed quantum applications with strict performance requirements. In near-term architectures with constrained hardware, effective control may determine the feasibility of…

The difficulty of exploring and training online on real production systems limits the scope of real-time online data/feedback-driven decision making. The most feasible approach is to adopt offline reinforcement learning from limited…

More refined resource management and Quality of Service (QoS) provisioning is a critical goal of wireless communication technologies. In this paper, we propose a novel Business-Centric Network (BCN) aimed at enabling scalable QoS…

网络与互联网体系结构 · 计算机科学 2025-08-06 Chang Wu , Yuang Chen , Hancheng Lu

The Metaverse is gaining attention among academics as maturing technologies empower the promises and envisagements of a multi-purpose, integrated virtual environment. An interactive and immersive socialization experience between people is…

网络与互联网体系结构 · 计算机科学 2023-12-12 Wenhan Yu , Terence Jie Chua , Jun Zhao

In this paper, the problem of resource management is studied for a network of wireless virtual reality (VR) users communicating over small cell networks (SCNs). In order to capture the VR users' quality-of-service (QoS) in SCNs, a novel VR…

信息论 · 计算机科学 2018-06-21 Mingzhe Chen , Walid Saad , Changchuan Yin

In next-generation wireless networks, supporting real-time applications such as augmented reality, autonomous driving, and immersive Metaverse services demands stringent constraints on bandwidth, latency, and reliability. Existing semantic…

网络与互联网体系结构 · 计算机科学 2025-05-30 Guangyuan Liu , Yinqiu Liu , Jiacheng Wang , Hongyang Du , Dusit Niyato , Jiawen Kang , Zehui Xiong , Abbas Jamalipour