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Data center networks leverage multiple parallel paths connecting end host pairs to offer high bisection bandwidth for cluster computing applications. However, state of the art distributed multi-pathing protocols such as Equal Cost Multipath…

Networking and Internet Architecture · Computer Science 2013-07-30 Wenzhi Cui , Chen Qian

Short TCP flows that are critical for many interactive applications in data centers are plagued by large flows and head-of-line blocking in switches. Hash-based load balancing schemes such as ECMP aggravate the matter and result in…

Networking and Internet Architecture · Computer Science 2016-11-18 Hong Xu , Baochun Li

In the present-day, distributed applications are commonly spread across multiple datacenters, reaching out to edge and fog computing locations. The transition away from single datacenter hosting is driven by capacity constraints in…

Networking and Internet Architecture · Computer Science 2024-06-19 Berta Serracanta , Alberto Rodriguez-Natal , Fabio Maino , Albert Cabellos

RDMA-empowered cloud services are gradually deployed across datacenters (DCs) with multiple paths, which exhibit new properties of path asymmetry, delayed congestion signals, and simultaneous flow routing collisions, and further fail…

Networking and Internet Architecture · Computer Science 2026-04-10 Dong-Yang Yu , Yuchao Zhang , Xiaodi Wang , Jun Wang , Wenfei Wu , Haipeng Yao , Wendong Wang , Ke Xu

Recently, Multipath TCP (MPTCP) has been proposed as an alternative transport approach for datacenter networks. MPTCP provides the ability to split a flow into multiple paths thus providing better performance and resilience to failures.…

Networking and Internet Architecture · Computer Science 2016-08-31 Savvas Zannettou , Michael Sirivianos , Fragkiskos Papadopoulos

As link speeds increase in datacenter networks, existing congestion control algorithms become less effective in providing fast convergence. TCP-based algorithms that probe for bandwidth take a long time to reach the fair-share and lead to…

Networking and Internet Architecture · Computer Science 2016-10-18 Inho Cho , Dongsu Han , Keon Jang

Data center networks need load balancing mechanisms to dynamically serve a large number of flows with different service requirements. However, traditional load-balancing approaches do not allow the full utilization of network resources in a…

Networking and Internet Architecture · Computer Science 2019-04-12 Rodolfo V. Valentim , Rodolfo S. Villaca , Moises R. N. Ribeiro , Magnos Martinello , Cristina K. Dominicini , Diego R. Mafioletti

Datacenters are the main infrastructure on top of which cloud computing services are offered. Such infrastructure may be shared by a large number of tenants and applications generating a spectrum of datacenter traffic. Delay sensitive…

Networking and Internet Architecture · Computer Science 2017-07-21 Mohammad Noormohammadpour , Cauligi S. Raghavendra

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

The power consumption of enormous network devices in data centers has emerged as a big concern to data center operators. Despite many traffic-engineering-based solutions, very little attention has been paid on performance-guaranteed energy…

Networking and Internet Architecture · Computer Science 2014-05-30 Lin Wang , Fa Zhang , Kai Zheng , Athanasios V. Vasilakos , Shaolei Ren , Zhiyong Liu

Production data centers operate under various workload sizes ranging from latency-sensitive mice flows to long-lived elephant flows. However, the predominant load balancing scheme in data center networks, equal-cost multi-path (ECMP), is…

Networking and Internet Architecture · Computer Science 2020-10-05 Sultan Alanazi , Bechir Hamdaoui

The increasing complexity of AI workloads, especially distributed Large Language Model (LLM) training, places significant strain on the networking infrastructure of parallel data centers and supercomputing systems. While Equal-Cost Multi-…

Networking and Internet Architecture · Computer Science 2024-10-25 Hasibul Jamil , Abdul Alim , Laurent Schares , Pavlos Maniotis , Liran Schour , Ali Sydney , Abdullah Kayi , Tevfik Kosar , Bengi Karacali

Denoising Diffusion Probabilistic Models (DDPMs) have established a new state-of-the-art in generative image synthesis, yet their deployment is hindered by significant computational overhead during inference, often requiring up to 1,000…

Machine Learning · Computer Science 2025-11-25 Srishti Gupta , Yashasvee Taiwade

Multipath routing is a trivial way to exploit the path diversity to leverage the network throughput. Technologies such as OSPF ECMP use all the available paths in the network to forward traffic, however, we argue that is not necessary to do…

Networking and Internet Architecture · Computer Science 2011-09-06 Adrian Sai-wah Tam , Kang Xi , H. Jonathan Chao

Efficient algorithms and techniques to detect and identify large flows in a high throughput traffic stream in the SDN match-and-action model are presented. This is in contrast to previous work that either deviated from the match and action…

Networking and Internet Architecture · Computer Science 2017-02-28 Yehuda Afek , Anat Bremler-Barr , Shir Landau Feibish , Liron Schiff

With the rapid growth of different massive applications and parallel flow requests in Data Center Networks (DCNs), today's providers are confronting challenges in flow forwarding decisions. Since Software Defined Networking (SDN) provides…

Networking and Internet Architecture · Computer Science 2021-04-28 Sahar Abdollahi , Arash Deldari , Hamid Asadi , AhmadReza Montazerolghaem , Sayyed Majid Mazinani

Payment channel networks (PCNs) have been designed and utilized to address the scalability challenge and throughput limitation of blockchains. Routing is a core problem of PCNs. An ideal PCN routing method needs to achieve 1) high…

Networking and Internet Architecture · Computer Science 2021-09-27 Xiaoxue Zhang , Shouqian Shi , Chen Qian

Traffic sampling has become an indispensable tool in network management. While there exists a plethora of sampling systems, they generally assume flow rates are stable and predictable over a sampling period. Consequently, when deployed in…

Networking and Internet Architecture · Computer Science 2024-09-11 Soroosh Esmaeilian , Mahdi Dolati , Sogand Sadrhaghighi , Majid Ghaderi

Efficient load-balancing mechanisms are critical for maximizing performance and increasing the quality of service (QoS) of data center networks (DCNs). Obtaining the optimal QoS while minimizing resource consumption remains a significant…

Networking and Internet Architecture · Computer Science 2026-01-15 Aymen Hasan Alawadi

Next-generation datacenters require highly efficient network load balancing to manage the growing scale of artificial intelligence (AI) training and general datacenter traffic. However, existing Ethernet-based solutions, such as Equal Cost…

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