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The success of deep neural networks (DNN) in machine perception applications such as image classification and speech recognition comes at the cost of high computation and storage complexity. Inference of uncompressed large scale DNN models…

机器学习 · 计算机科学 2020-07-06 Yihao Fang , Shervin Manzuri Shalmani , Rong Zheng

In window flow controlled networks, if a packet is lost the destination has to decide whether to save (cache) subsequent out-of-order packets. Also, the source has to decide whether to send just one packet or to send all packets following…

网络与互联网体系结构 · 计算机科学 2007-05-23 R. Jain

Distributed, transactional storage systems scale by sharding data across servers. However, workload-induced hotspots result in contention, leading to higher abort rates and performance degradation. We present KAIROS, a transactional…

分布式、并行与集群计算 · 计算机科学 2020-03-10 Pulkit A. Misra , Srihari Radhakrishnan , Jeffrey S. Chase , Johannes Gehrke , Alvin R. Lebeck

Caches are used to reduce the speed differential between the CPU and memory to improve the performance of modern processors. However, attackers can use contention-based cache timing attacks to steal sensitive information from victim…

密码学与安全 · 计算机科学 2024-06-13 Quancheng Wang , Xige Zhang , Han Wang , Yuzhe Gu , Ming Tang

Cellular data traffic almost doubles every year, greatly straining network capacity. The main driver for this development is wireless video. Traditional methods for capacity increase (like using more spectrum and increasing base station…

In data warehouse and data mart systems, queries often take a long time to execute due to their complex nature. Query response times can be greatly improved by caching final/intermediate results of previous queries, and using them to answer…

数据库 · 计算机科学 2007-05-23 Prasan Roy , Krithi Ramamritham , S. Seshadri , Pradeep Shenoy , S. Sudarshan

Edge computing addresses critical limitations of cloud computing such as high latency and network congestion by decentralizing processing from cloud to the edge. However, the need for software replication across heterogeneous edge devices…

性能 · 计算机科学 2025-05-09 Ragini Gupta , Klara Nahrstedt

The WaveScalar is the first DataFlow Architecture that can efficiently provide the sequential memory semantics required by imperative languages. This work presents an alternative memory ordering mechanism for this architecture, the…

硬件体系结构 · 计算机科学 2007-12-10 Leandro A. J. Marzulo , Felipe M. G. França , Vítor Santos Costa

Spin-Transfer Torque RAM (STTRAM) is an emerging Non-Volatile Memory (NVM) technology that provides better endurance, write energy and performance than traditional NVM technologies such as Flash. In embedded application such as…

新兴技术 · 计算机科学 2016-06-03 Asmit De , Mohammad Nasim Imtiaz Khan , Swaroop Ghosh

Network based on distributed caching of content is a new architecture to alleviate the ongoing explosive demands for rate of multi-media traffic. In caching networks, coded caching is a recently proposed technique that achieves significant…

信息论 · 计算机科学 2017-10-16 Qifa Yan , Xiaohu Tang , Qingchun Chen

Modern AI clusters, which host diverse workloads like data pre-processing, training and inference, often store the large-volume data in cloud storage and employ caching frameworks to facilitate remote data access. To avoid code-intrusion…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Tianze Wang , Yifei Liu , Chen Chen , Pengfei Zuo , Jiawei Zhang , Qizhen Weng , Yin Chen , Zhenhua Han , Jieru Zhao , Quan Chen , Minyi Guo

Persistent key value stores are an important component of many distributed data serving solutions with innovations targeted at taking advantage of growing flash speeds. Unfortunately their performance is hampered by the need to maintain and…

分布式、并行与集群计算 · 计算机科学 2017-11-21 Amitabha Roy , Subramanya R. Dulloor

Text-to-Video applications receive increasing attention from the public. Among these, diffusion models have emerged as the most prominent approach, offering impressive quality in visual content generation. However, it still suffers from…

多媒体 · 计算机科学 2025-01-09 Desen Sun , Henry Tian , Tim Lu , Sihang Liu

The balance metric is a simple approach to estimate the performance of bandwidth-limited loop kernels. However, applying the method to in-cache situations and modern multi-core architectures yields unsatisfactory results. This paper…

性能 · 计算机科学 2009-10-27 Jan Treibig , Georg Hager , Gerhard Wellein

We consider in this work Edge Computing (EC) in a multi-tenant environment: the resource owner, i.e., the Network Operator (NO), virtualizes the resources and lets third party Service Providers (SPs - tenants) run their services, which can…

分布式、并行与集群计算 · 计算机科学 2022-01-25 Ayoub Ben-Ameur , Andrea Araldo , Tijani Chahed

The rapid growth of data volume and the accompanying congestion problems over the wireless networks have been critical issues to content providers. A novel technique, termed as coded cache, is proposed to relieve the burden. Through…

网络与互联网体系结构 · 计算机科学 2015-04-08 Wei Huang , Sinong Wang , Lianghui Ding , Feng Yang , Wenjun Zhang

The increasing growth of applications' memory capacity and performance demands has led the CPU vendors to deploy heterogeneous memory systems either within a single system or via disaggregation. For instance, systems like Intel's Knights…

硬件体系结构 · 计算机科学 2023-03-24 Maryam Babaie , Ayaz Akram , Jason Lowe-Power

This paper considers heterogeneous coded caching where the users have unequal distortion requirements. The server is connected to the users via an error-free multicast link and designs the users' cache sizes subject to a total memory…

信息论 · 计算机科学 2018-02-28 Abdelrahman M. Ibrahim , Ahmed A. Zewail , Aylin Yener

Cache-enabled device-to-device (D2D) networks turn memory of the devices at the network edge, such as smart phones and tablets, into bandwidth by enabling asynchronous content sharing directly between proximate devices. Limited storage…

信息论 · 计算机科学 2016-03-08 Mehrnaz Afshang , Harpreet S. Dhillon

Caching techniques are widely used in the era of cloud computing from applications, such as Web caches to infrastructures, Memcached and memory caches in computer architectures. Prediction of cached data can greatly help improve cache…

机器学习 · 计算机科学 2020-08-03 Pengcheng Li , Yongbin Gu