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We present HetroD, a dataset and benchmark for developing autonomous driving systems in heterogeneous environments. HetroD targets the critical challenge of navi- gating real-world heterogeneous traffic dominated by vulner- able road users…

Deploying mixed-precision neural networks on edge devices is friendly to hardware resources and power consumption. To support fully mixed-precision neural network inference, it is necessary to design flexible hardware accelerators for…

Hardware Architecture · Computer Science 2025-02-04 Liang Zhao , Kunming Shao , Fengshi Tian , Tim Kwang-Ting Cheng , Chi-Ying Tsui , Yi Zou

The virtualization of compute and network resources enables an unseen flexibility for deploying network services. A wide spectrum of emerging technologies allows an ever-growing range of orchestration possibilities in cloud-based…

Networking and Internet Architecture · Computer Science 2019-11-19 Steven Van Rossem , Wouter Tavernier , Didier Colle , Mario Pickavet , Piet Demeester

To facilitate load balancing, distributed systems store data redundantly. We evaluate the load balancing performance of storage schemes in which each object is stored at $d$ different nodes, and each node stores the same number of objects.…

Performance · Computer Science 2021-01-26 Mehmet Fatih Aktas , Amir Behrouzi-Far , Emina Soljanin , Philip Whiting

High-speed research networks are built to meet the ever-increasing needs of data-intensive distributed workflows. However, data transfers in these networks often fail to attain the promised transfer rates for several reasons, including I/O…

Systems and Control · Electrical Eng. & Systems 2023-08-22 Ehsan Saeedizade , Bing Zhang , Engin Arslan

Recent advancements in single image super-resolution have been predominantly driven by token mixers and transformer architectures. WaveMixSR utilized the WaveMix architecture, employing a two-dimensional discrete wavelet transform for…

Image and Video Processing · Electrical Eng. & Systems 2024-10-31 Pranav Jeevan , Neeraj Nixon , Amit Sethi

We report on the production experience of the D0 experiment at the Fermilab Tevatron, using the SAM data handling system with a variety of computing hardware configurations, batch systems, and mass storage strategies. We have stored more…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-30 A. Baranovski , C. Brock , D. Bonham , L. Carpenter , L. Lueking , W. Merritt , C. Moore , I. Terekhov , J. Trumbo , S. Veseli , J. Weigand , S. White , K. Yip

A 60 GHz wireless Gigabit Ethernet (G.E.) communication system capable of near gigabit data rate has been developed at IETR. The realized system covers 2 GHz available bandwidth. This paper describes the design and realization of the…

Networking and Internet Architecture · Computer Science 2010-11-30 Lahatra Rakotondrainibe , Yvan Kokar , Gheorghe Zaharia , Guy Grunfelder , Ghaïs El Zein

Despite the remarkable success of transformer architectures in natural language processing, their scalability limitations remain poorly understood through systematic empirical analysis. This paper presents the first comprehensive…

Machine Learning · Computer Science 2026-05-18 Mahdi Naser Moghadasi , Faezeh Ghaderi

In this paper, we show that performance of the virtualized cluster servers could be improved through intelligent decision over migration time of Virtual Machines across heterogeneous physical nodes of a cluster server. The cluster serves a…

Operating Systems · Computer Science 2010-02-18 M. Tarighi , S. A. Motamedi , S. Sharifian

Major bottlenecks of large-scale Federated Learning(FL) networks are the high costs for communication and computation. This is due to the fact that most of current FL frameworks only consider a star network topology where all local trained…

Information Theory · Computer Science 2021-09-23 Thinh Quang Dinh , Diep N. Nguyen , Dinh Thai Hoang , Pham Tran Vu , Eryk Dutkiewicz

Real-time industrial application requires routing protocol that guarantees data delivery with reliable, efficient and low end-to-end delay. Existing Routing(THVR) [13] is based velocity of Two-Hop Velocity and protocol relates two-hop…

Networking and Internet Architecture · Computer Science 2016-09-08 Venkatesh , C S Sengar , K R Venugopal , S S Iyengar , L M Patnaik

When processing large medical imaging studies, adopting high performance grid computing resources rapidly becomes important. We recently presented a "medical image processing-as-a-service" grid framework that offers promise in utilizing the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-27 Shunxing Bao , Yuankai Huo , Prasanna Parvathaneni , Andrew J. Plassard , Camilo Bermudez , Yuang Yao , Ilwoo Llyu , Aniruddha Gokhale , Bennett A. Landman

The rapid increase in data traffic demand has overloaded existing cellular networks. Planned upgrades in the communication architecture (e.g. LTE), while helpful, are not expected to suffice to keep up with demand. As a result, extensive…

Networking and Internet Architecture · Computer Science 2015-03-03 Pavlos Sermpezis , Luigi Vigneri , Thrasyvoulos Spyropoulos

When clustering devices at the edge, inter-node latency poses a significant challenge that directly impacts the application performance. In this paper, we experimentally examine the impact that inter-node latency has on application…

Networking and Internet Architecture · Computer Science 2023-10-30 Marc Michalke , Francisco Carpio , Admela Jukan

Deep neural networks (DNNs) have been successfully employed in a multitude of applications with remarkable performance. As such performance is achieved at a significant computational cost, several embedded applications demand fast and…

Hardware Architecture · Computer Science 2021-12-07 G Abarajithan , Chamira U. S. Edussooriya

In this work we study the overheads of virtual-to-physical address translation in processor architectures, like x86-64, that implement paged virtual memory using a radix tree which are walked in hardware. Translation Lookaside Buffers are…

Hardware Architecture · Computer Science 2020-02-05 Adarsh Patil

Modern data centers contain thousands of servers making them major consumers of electricity. To minimize their environmental impact, it is critical that we use their resources efficiently. In this paper we study how to discover the optimal…

Neural and Evolutionary Computing · Computer Science 2025-12-18 Peili Mao , Joseph Billingsley , Wang Miao , Geyong Mi , Ke Li

We model World Wide Web (WWW) servers and clients running over an ATM network using the ABR (available bit rate) service. The WWW servers are modeled using a variant of the SPECweb96 benchmark, while the WWW clients are based on a model by…

Networking and Internet Architecture · Computer Science 2019-10-16 Bobby Vandalore , Shivkumar Kalyanaraman , Raj Jain , Rohit Goyal , Sonia Fahmy , Seong-Cheol Kim

This paper proposes a cloud architecture for the correlation of wide bandwidth VLBI data. Cloud correlation facilitates processing of entire experiments in parallel using flexibly allocated and practically unlimited compute resources. This…

Instrumentation and Methods for Astrophysics · Physics 2021-03-16 Ajay Gill , Lindy Blackburn , Arash Roshanineshat , Chi-Kwan Chan , Sheperd S. Doeleman , Michael D. Johnson , Alexander W. Raymond , Jonathan Weintroub