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Over 40% of computational power in Large Language Model (LLM) serving systems can be systematically wasted - not from hardware limits, but from load imbalance in barrier-synchronized parallel processing. When progress is gated by the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-03 Zixi Chen , Tianci Bu , Chendong Song , Xin Lu , Yinyu Ye , Zijie Zhou

To overcome long propagation delays for data exchange between the remote cloud data center and end devices in Mobile Cloud Computing (MCC), Mobile Edge Computing (MEC) is merging to push mobile computing, network control and storage to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-21 Zhenhua Duan , Cong Tian , Nan Zhang , Mengchu Zhou , Bin Yu , Xiaobing Wang , Jiangen Guo , Ying Wu

Next-generation communication networks are expected to integrate newly-used technologies in a smart way to ensure continuous connectivity in rural areas and to alleviate the traffic load in dense regions. The prospective access network in…

Signal Processing · Electrical Eng. & Systems 2020-04-16 Wiem Abderrahim , Osama Amin , Mohamed-Slim Alouini , Basem Shihada

With the rapid development of smart manufacturing, edge computing-oriented microservice platforms are emerging as an important part of production control. In the containerized deployment of microservices, layer sharing can reduce the huge…

Systems and Control · Electrical Eng. & Systems 2023-01-02 Yuxiang Liu , Bo Yang , Yu Wu , Cailian Chen , Xinping Guan

Modern GPU-based high-performance computing clusters offer unprecedented communication bandwidth through heterogeneous intra-node interconnects and inter-node networks. However, despite this high aggregate bandwidth, many real-world…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-02 Jinghan Yao , Kaushik Kandadi , Bharath Ramesh , Hari Subramoni , Dhabaleswar K. Panda

The suitability of cloud computing has been studied by several authors to run scientific applications. However, the unpredictable performance fluctuations in these environments hinders the migration of scientific applications to cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-27 Vicent Giménez Alventosa , Germán Moltó Martínez , J. Damián Segrelles Quilis

In this method, service of one load balancer can be borrowed or shared among other load balancers when any correction is needed in the estimation of the load.

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-06 Sreelekshmi S , K R Remesh Babu

While frontier large language models (LLMs) continue to push capability boundaries, their deployment remains confined to GPU-powered cloud infrastructure. We challenge this paradigm with SmallThinker, a family of LLMs natively designed -…

This paper focuses on the design of provably efficient online link scheduling algorithms for multi-hop wireless networks. We consider single-hop traffic and the one-hop interference model. The objective is twofold: 1) maximizing the…

Networking and Internet Architecture · Computer Science 2017-11-21 Yu Sang , Gagan R. Gupta , Bo Ji

In this vision paper I propose a middle-ground alternative between monolithic and microservice web architectures. After identifying the key challenges associated with microservice architectures, I revised the design of a microkernel-based…

Software Engineering · Computer Science 2025-02-14 Vick Dini

An important function of autonomous microrobots is the ability to perform robust movement over terrain. This paper explores an edge ML approach to microrobot locomotion, allowing for on-device, lower latency control under compute, memory,…

Robotics · Computer Science 2026-01-01 Yichen Liu , Kesava Viswanadha , Zhongyu Li , Nelson Lojo , Kristofer S. J. Pister

Less-than-truckload (LTL) shipment is vital in modern freight transportation yet is in dire need of more efficient usage of resources, higher service responsiveness and velocity, lower overall shipping cost across all parties, and better…

Optimization and Control · Mathematics 2025-06-13 Tiankuo Zhang , Jingze Li , Benoit Montreuil

As modern microservice systems grow increasingly popular and complex-often consisting of hundreds or even thousands of fine-grained, interdependent components-they are becoming more susceptible to frequent and subtle failures. Ensuring…

Software Engineering · Computer Science 2026-01-19 Lingzhe Zhang , Yunpeng Zhai , Tong Jia , Chiming Duan , Siyu Yu , Jinyang Gao , Bolin Ding , Zhonghai Wu , Ying Li

Low Earth orbit (LEO) satellites play a crucial role in providing global connectivity for non-terrestrial networks (NTNs) and supporting various Internet-of-Remote-Things (IoRT) applications. Each LEO satellite functions as a relay node in…

Networking and Internet Architecture · Computer Science 2024-05-28 Jinho Choi

High-level applications, such as machine learning, are evolving from simple models based on multilayer perceptrons for simple image recognition to much deeper and more complex neural networks for self-driving vehicle control systems.The…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-12 Guixiang Ma , Yao Xiao , Theodore L. Willke , Nesreen K. Ahmed , Shahin Nazarian , Paul Bogdan

The main objective of this paper is to present a mechanism of enhanced paging support for the second generation microkernels in the form of explicit support of multi-pager environment for the tasks running in the system. Proposed mechanism…

Operating Systems · Computer Science 2014-07-11 Yauhen Klimiankou

CPUs are critical for LLM serving due to their availability, cost efficiency, and edge applicability. However, efficient CPU serving is hindered by conflicting prefill/decode resource demands under non-disaggregated deployment…

Hardware Architecture · Computer Science 2026-04-16 Juntao Zhao , Jiuru Li , Chuan Wu

Traffic load-balancing in datacenters alleviates hot spots and improves network utilization. In this paper, a stable in-network load-balancing algorithm is developed in the setting of software-defined networking. A control plane configures…

Networking and Internet Architecture · Computer Science 2016-12-07 Sucha Supittayapornpong , Michael J. Neely

To ensure the high level of automation required in today's industrial applications, next-generation wireless networks must enable real-time control and automation of dynamic processes with the requirements of extreme low-latency and…

Information Theory · Computer Science 2019-06-04 Ursula Challita , Kimmo Hiltunen , Miurel Tercero

eBPF is a new technology which allows dynamically loading pieces of code into the Linux kernel. It can greatly speed up networking since it enables the kernel to process certain packets without the involvement of a userspace program. So far…

Cryptography and Security · Computer Science 2022-03-07 Maximilian Bachl , Joachim Fabini , Tanja Zseby