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In cloud computing environment, load balancing is a key issue which is required to distribute the dynamic workload over multiple machines to make certain that no single machine is overloaded. In recent research, many organizations lose…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-02 Chukwuneke Chiamaka Ijeoma , Inyiama , Hyacinth C. , Amaefule Samuel , Onyesolu Moses Okechukwu , Asogwa Doris Chinedu

Latency-minimization is recognized as one of the pillars of 5G network architecture design. Information-Centric Networking (ICN) appears a promising candidate technology for building an agile communication model that reduces latency through…

Networking and Internet Architecture · Computer Science 2015-06-23 Giovanna Carofiglio , Leonce Mekinda , Luca Muscariello

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

The end of Moore's Law and Dennard Scaling has slowed processor improvements in the past decade. While multi-core processors have improved performance, they are limited by the application's level of parallelism, as prescribed by Amdahl's…

Networking and Internet Architecture · Computer Science 2024-10-24 Elie Kfoury , Samia Choueiri , Ali Mazloum , Ali AlSabeh , Jose Gomez , Jorge Crichigno

With technological advancements and constant changes of Internet, cloud computing has been today's trend. With the lower cost and convenience of cloud computing services, users have increasingly put their Web resources and information in…

Networking and Internet Architecture · Computer Science 2015-05-13 Po-Huei Liang , Jiann-Min Yang

Sparse neural networks can greatly facilitate the deployment of neural networks on resource-constrained platforms as they offer compact model sizes while retaining inference accuracy. Because of the sparsity in parameter matrices, sparse…

Machine Learning · Computer Science 2021-09-10 Febin Sunny , Mahdi Nikdast , Sudeep Pasricha

Load balancing is prevalent in practical application (e.g., web) deployments seen today. One such load balancer, HAProxy, remains relevant as an open-source, easy-to-use system. In the context of web systems, the load balancer tier…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-02 Connor Rawls , Mohsen Amini Salehi

Multicore processors constitute the main architecture choice for modern computing systems in different market segments. Despite their benefits, the contention that naturally appears when multiple applications compete for the use of shared…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-13 Adrián García-García , Juan Carlos Sáez , Fernando Castro , Manuel Prieto-Matías

A load balancer (LB) is a vital network function for cloud services to balance the load amongst resources. Stateful software LBs that run on commodity servers provides flexibility, cost-efficiency, and packet consistency. However current…

Networking and Internet Architecture · Computer Science 2019-08-07 Shouqian Shi , Chen Qian , Ye Yu , Xin Li , Ying Zhang , Xiaozhou Li

Load Balancing plays a vital role in modern data centers to distribute traffic among instances of network functions or services. State-of-the-art load balancers such as Silkroad dispatch traffic obliviously without considering the real-time…

Networking and Internet Architecture · Computer Science 2019-02-26 Ashkan Aghdai , Cing-Yu Chu , Yang Xu , David H. Dai , Jun Xu , H. Jonathan Chao

Distributed prefix caching accelerates long-context LLM serving by reusing KV cache entries for common context prefixes. However, KV cache fetches can become a bottleneck when network bandwidth is limited. Compression mitigates the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-23 Xingyu Xiang , Raj Joshi , Yuhan Liu , Jiayi Yao , Chenxingyu Zhao , Junchen Jiang , Yang Zhou , Eddie Kohler , Minlan Yu

Both the training and use of Large Language Models (LLMs) require large amounts of energy. Their increasing popularity, therefore, raises critical concerns regarding the energy efficiency and sustainability of data centers that host them.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Grant Wilkins , Srinivasan Keshav , Richard Mortier

A key challenge in on-chip interconnect design is to scale up bandwidth while maintaining low latency and high area efficiency. 2D-meshes scale with low wiring area and congestion overhead; however, their end-to-end latency increases with…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-05 Yichao Zhang , Zexin Fu , Tim Fischer , Yinrong Li , Marco Bertuletti , Luca Benini

E-science applications may require huge amounts of data and high processing power where grid infrastructures are very suitable for meeting these requirements. The load distribution in a grid may vary leading to the bottlenecks and…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-10-11 Resat Umit Payli , Kayhan Erciyes , Orhan Dagdeviren

We propose a configuration scheme for a load-balancing Clos-network packet switch that has split central modules and buffers in between the split modules. Our split-central-buffered Load-Balancing Clos-network (LBC) switch is cell based.…

Networking and Internet Architecture · Computer Science 2019-08-29 Oladele Theophilus Sule , Roberto Rojas-Cessa , Ziqian Dong , Chuan-Bi Lin

A high performance Layer-4 load balancer (LB) is one of the most important components of a cloud service infrastructure. Such an LB uses network and transport layer information for deciding how to distribute client requests across a group…

Networking and Internet Architecture · Computer Science 2020-10-27 Reuven Cohen , Matty Kadosh , Alan Lo , Qasem Sayah

Load balancing, operator instance collocations and horizontal scaling are critical issues in Parallel Stream Processing Engines to achieve low data processing latency, optimized cluster utilization and minimized communication cost…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-02-12 Kasper Grud Skat Madsen , Yongluan Zhou , Jianneng Cao

Emerging deep neural network (DNN) applications require high-performance multi-core hardware acceleration with large data bursts. Classical network-on-chips (NoCs) use serial packet-based protocols suffering from significant protocol…

Network function (NF) offloading on SmartNICs has been widely used in modern data centers, offering benefits in host resource saving and programmability. Co-running NFs on the same SmartNICs can cause performance interference due to…

Networking and Internet Architecture · Computer Science 2025-02-11 Shaofeng Wu , Qiang Su , Zhixiong Niu , Hong Xu

Big data analytics in cloud environments introduces challenges such as real-time load balancing besides security, privacy, and energy efficiency. In this paper, we propose a novel load balancing algorithm in cloud environments that performs…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-03 Arman Aghdashi , Seyedeh Leili Mirtaheri