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This paper proposes a new class of simple, distributed algorithms for scheduling in wireless networks. The algorithms generate new schedules in a distributed manner via simple local changes to existing schedules. The class is parameterized…

网络与互联网体系结构 · 计算机科学 2007-05-23 Sujay Sanghavi , Loc Bui , R. Srikant

Distributed storage infrastructures require the use of data redundancy to achieve high data reliability. Unfortunately, the use of redundancy introduces storage and communication overheads, which can either reduce the overall storage…

分布式、并行与集群计算 · 计算机科学 2015-03-19 Lluis Pamies-Juarez , Ernst Biersack

Massive machine-type communications protocols have typically been designed under the assumption that coordination between users requires significant communication overhead and is thus impractical. Recent progress in efficient activity…

信息论 · 计算机科学 2022-07-12 Justin Kang , Wei Yu

Multi-server queueing systems are widely used models for job scheduling in machine learning, wireless networks, crowdsourcing, and healthcare systems. This paper considers a multi-server system with multiple servers and multiple types of…

机器学习 · 计算机科学 2023-06-05 Zixian Yang , R. Srikant , Lei Ying

Major chip manufacturers have all introduced Multithreaded processors. These processors are used for running a variety of workloads. Efficient resource utilization is an important design aspect in such processors. Particularly, it is…

性能 · 计算机科学 2019-08-13 Murthy Durbhakula

Major chip manufacturers have all introduced multicore microprocessors. Multi-socket systems built from these processors are routinely used for running various server applications. Depending on the application that is run on the system,…

分布式、并行与集群计算 · 计算机科学 2018-09-25 Murthy Durbhakula

Scheduling query execution plans is a particularly complex problem in shared-nothing parallel systems, where each site consists of a collection of local time-shared (e.g., CPU(s) or disk(s)) and space-shared (e.g., memory) resources and…

数据库 · 计算机科学 2014-04-01 Minos Garofalakis , Yannis Ioannidis

The ever-increasing gap between compute and I/O performance in HPC platforms, together with the development of novel NVMe storage devices (NVRAM), led to the emergence of the burst buffer concept - an intermediate persistent storage layer…

性能 · 计算机科学 2021-11-22 Jan Kopanski

We investigate whether there are inherent limits of parallelization in the (randomized) massively parallel computation (MPC) model by comparing it with the (sequential) RAM model. As our main result, we show the existence of hard functions…

数据结构与算法 · 计算机科学 2020-08-18 Kai-Min Chung , Kuan-Yi Ho , Xiaorui Sun

Caching at the base stations brings the contents closer to the users, reduces the traffic through the backhaul links, and reduces the delay experienced by the cellular users. The cellular network operator may charge the content providers…

网络与互联网体系结构 · 计算机科学 2015-09-11 Ammar Gharaibeh , Abdallah Khreishah , Bo Ji , Moussa Ayyash

Due to the ubiquity of batch data processing in cloud computing, the related problem of scheduling malleable batch tasks and its extensions have received significant attention recently. In this paper, we consider a fundamental model where a…

分布式、并行与集群计算 · 计算机科学 2018-02-06 Xiaohu Wu , Patrick Loiseau

Conventional cache models are not suited for real-time parallel processing because tasks may flush each other's data out of the cache in an unpredictable manner. In this way the system is not compositional so the overall performance is…

硬件体系结构 · 计算机科学 2011-11-09 A. M. Molnos , M. J. M. Heijligers , S. D. Cotofana , J. T. J. Van Eijndhoven

High performance computing (HPC) is undergoing significant changes. The emerging HPC applications comprise both compute- and data-intensive applications. To meet the intense I/O demand from emerging data-intensive applications, burst…

分布式、并行与集群计算 · 计算机科学 2020-12-11 Yuping Fan , Zhiling Lan , Paul Rich , William E. Allcock , Michael E. Papka , Brian Austin , David Paul

Addressing the challenge of balancing security and efficiency when deploying machine learning systems in untrusted environments, such as federated learning, remains a critical concern. A promising strategy to tackle this issue involves…

密码学与安全 · 计算机科学 2023-12-29 Dongfang Zhao

Provided with mobile edge computing (MEC) services, wireless devices (WDs) no longer have to experience long latency in running their desired programs locally, but can pay to offload computation tasks to the edge server. Given its limited…

网络与互联网体系结构 · 计算机科学 2020-11-05 Jia Yan , Suzhi Bi , Lingjie Duan , Ying-Jun Angela Zhang

Design of distributed caching mechanisms is considered as an active area of research due to its promising solution in reducing data load in the backhaul link of a cellular network. In this paper, the problem of distributed content caching…

信息论 · 计算机科学 2020-10-14 S. Krishnendu , B. N. Bharath , Navneet Garg , Vimal Bhatia , Tharmalingam Ratnarajah

The evolution of Large Language Model (LLM) serving towards complex, distributed architectures--specifically the P/D-separated, large-scale DP+EP paradigm--introduces distinct scheduling challenges. Unlike traditional deployments where…

分布式、并行与集群计算 · 计算机科学 2025-12-19 Jian Tian , Shuailong Li , Yang Cao , Wenbo Cui , Minghan Zhu , Wenkang Wu , Jianming Zhang , Yanpeng Wang , Zhiwen Xiao , Zhenyu Hou , Dou Shen

Public cloud serverless platforms have attracted a large user base due to their high scalability, plug-and-play deployment model, and pay-per-use billing. However, compared to virtual machines and container hosting services, modern…

分布式、并行与集群计算 · 计算机科学 2025-09-30 Changyuan Lin , Yuanzhi Ma , Mohammad Shahrad

Multi-agent LLM orchestration incurs synchronization costs scaling as O(n x S x |D|) in agents, steps, and artifact size under naive broadcast -- a regime I term broadcast-induced triply-multiplicative overhead. I argue this pathology is a…

分布式、并行与集群计算 · 计算机科学 2026-03-17 Vladyslav Parakhin

In-network caching is likely to become an integral part of various networked systems (e.g., 5G networks, LPWAN and IoT systems) in the near future. In this paper, we compare and contrast model-based and machine learning approaches for…

网络与互联网体系结构 · 计算机科学 2020-04-16 Adita Kulkarni , Anand Seetharam