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Often, machine learning applications have to cope with dynamic environments where data are collected in the form of continuous data streams with potentially infinite length and transient behavior. Compared to traditional (batch) data…

机器学习 · 计算机科学 2021-12-21 Guilherme Cassales , Heitor Gomes , Albert Bifet , Bernhard Pfahringer , Hermes Senger

Beaconless position-based forwarding protocols have recently evolved as a promising solution for packet forwarding in wireless sensor networks. However, as the node density grows, the overhead incurred in the process of relay selection…

网络与互联网体系结构 · 计算机科学 2015-03-19 Ahmed Bader , Karim Abed-Meraim , Mohamed-Slim Alouini

As multimodal and AI-driven services exchange hundreds of megabytes per request, existing IPC runtimes spend a growing share of CPU cycles on memory copies. Although both hardware and software mechanisms are exploring memory offloading,…

操作系统 · 计算机科学 2026-01-13 Misun Park , Richi Dubey , Yifan Yuan , Nam Sung Kim , Ada Gavrilovska

Recently, the Transformer machine translation system has shown strong results by stacking attention layers on both the source and target-language sides. But the inference of this model is slow due to the heavy use of dot-product attention…

计算与语言 · 计算机科学 2019-06-27 Tong Xiao , Yinqiao Li , Jingbo Zhu , Zhengtao Yu , Tongran Liu

In this paper, we consider a bidirectional relay network with half-duplex nodes and block fading where the nodes transmit with a fixed transmission rate. Thereby, user 1 and user 2 exchange information only via a relay node, i.e., a direct…

信息论 · 计算机科学 2016-11-15 Vahid Jamali , Nikola Zlatanov , Robert Schober

Increasing wireless cellular networks capacity is one of the major challenges for the coming years, especially if we consider the annual doubling of mobile user traffic. Towards that and thanks to the fact that a significant amount of…

网络与互联网体系结构 · 计算机科学 2016-11-15 Ehab Mahmoud Mohamed , Kei Sakaguchi , Seiichi Sampei

We introduce an improved algorithm for the dynamic taxi sharing problem, i.e. a dispatcher that schedules a fleet of shared taxis as it is used by services like UberXShare and Lyft Shared. We speed up the basic online algorithm that looks…

数据结构与算法 · 计算机科学 2023-11-06 Moritz Laupichler , Peter Sanders

The back-pressure algorithm is a well-known throughput-optimal algorithm. However, its delay performance may be quite poor even when the traffic load is not close to network capacity due to the following two reasons. First, each node has to…

网络与互联网体系结构 · 计算机科学 2010-05-31 Loc Bui , R. Srikant , Alexander Stolyar

For parallel breadth first search (BFS) algorithm on large-scale distributed memory systems, communication often costs significantly more than arithmetic and limits the scalability of the algorithm. In this paper we sufficiently reduce the…

分布式、并行与集群计算 · 计算机科学 2012-08-29 Huiwei Lv , Guangming Tan , Mingyu Chen , Ninghui Sun

Queues with setup time are extensively studied because they have application in performance evaluation of power-saving data centers. In a data center, there are a huge number of servers which consume a large amount of energy. In the current…

性能 · 计算机科学 2015-12-15 Tuan Phung-Duc

During the COVID-19 pandemic the Comcast network performed well in response to unprecedented changes in Internet usage and video communications applications that are sensitive to network latency have exploded in popularity. However, in…

网络与互联网体系结构 · 计算机科学 2022-02-15 Allen Flickinger , Carl Klatsky , Atahualpa Ledesma , Jason Livingood , Sebnem Ozer

This paper proposes a fair and efficient QoS scheduling scheme for IEEE 802.16 BWA systems that satisfies both throughput and delay guarantee to various real and non-real time applications. The proposed QoS scheduling scheme is compared…

网络与互联网体系结构 · 计算机科学 2015-03-17 Prasun Chowdhury , Iti Saha Misra

We present a work-efficient parallel level-synchronous Breadth First Search (BFS) algorithm for shared-memory architectures which achieves the theoretical lower bound on parallel running time. The optimality holds regardless of the shape of…

分布式、并行与集群计算 · 计算机科学 2022-09-20 Jesmin Jahan Tithi , Yonatan Fogel , Rezaul Chowdhury

This paper studies transmission strategies for the downlink of a cloud radio access network, in which the base stations are connected to a centralized cloud-computing based processor with digital fronthaul or backhaul links. We provide a…

信息论 · 计算机科学 2018-06-05 Pratik Patil , Binbin Dai , Wei Yu

Efficiently exploiting servers in data centers requires performance analysis methods that account not only for the stochastic nature of demand but also for server heterogeneity. Although several recent works proved optimality results for…

网络与互联网体系结构 · 计算机科学 2021-09-03 Mark van der Boor , Céline Comte

This paper investigates the reinforcement learning for the relay selection in the delay-constrained buffer-aided networks. The buffer-aided relay selection significantly improves the outage performance but often at the price of higher…

信号处理 · 电气工程与系统科学 2020-11-23 Chong Huang , Gaojie Chen , Yu Gong

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

Multi-task learning is an open and challenging problem in computer vision. The typical way of conducting multi-task learning with deep neural networks is either through handcrafted schemes that share all initial layers and branch out at an…

计算机视觉与模式识别 · 计算机科学 2020-11-20 Ximeng Sun , Rameswar Panda , Rogerio Feris , Kate Saenko

We propose a resource sharing scheme that takes into account the traffic history over several predefined time scales and provides fair resource sharing considering the traffic history. Our concept builds on a simplified version of…

网络与互联网体系结构 · 计算机科学 2019-03-20 Szilveszter Nádas , Balázs Varga , Illés Horváth , András Mészáros , Miklós Telek

Today's practical partially synchronous Byzantine Fault Tolerant (BFT) consensus protocols trade off low latency and high throughput. On the one end, traditional BFT protocols such as PBFT and its derivatives optimize for latency. They…

分布式、并行与集群计算 · 计算机科学 2025-03-06 Balaji Arun , Zekun Li , Florian Suri-Payer , Sourav Das , Alexander Spiegelman
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