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Deep research agents, which synthesize information across diverse sources, are significantly constrained by the sequential nature of reasoning. This bottleneck results in high latency, poor runtime adaptability, and inefficient resource…

分布式、并行与集群计算 · 计算机科学 2026-03-31 Lunyiu Nie , Nedim Lipka , Ryan A. Rossi , Swarat Chaudhuri

In the future, embedded processors must process more computation-intensive network applications and internet traffic and packet-processing tasks become heavier and sophisticated. Since the processor performance is severely related to the…

硬件体系结构 · 计算机科学 2012-05-10 Mehdi Alipour , Mostafa E. Salehi , Hesamodin shojaei baghini

Bringing high-level machine learning models to efficient and well-suited machine implementations often invokes a bunch of tools, e.g.~code generators, compilers, and optimizers. Along such tool chains, abstractions have to be applied. This…

机器学习 · 计算机科学 2024-04-11 Daniel Biebert , Christian Hakert , Kuan-Hsun Chen , Jian-Jia Chen

The main goal of routing protocol is to efficiency delivers data from source to destination. All routing protocols are the same in this goal, but the way they adopt to achieve it is different, so routing strategy has an egregious role on…

网络与互联网体系结构 · 计算机科学 2008-02-06 Kazem Jahanbakhsh , Marzieh Hajhosseini

The need for scalable concurrent ordered set data structures with linearizable range query support is increasing due to the rise of multicore computers, data processing platforms and in-memory databases. This paper presents a new concurrent…

分布式、并行与集群计算 · 计算机科学 2017-09-05 Kjell Winblad

In high performance computing, researchers try to optimize the CPU Scheduling algorithms, for faster and efficient working of computers. But a process needs both CPU bound and I/O bound for completion of its execution. With modernization of…

操作系统 · 计算机科学 2019-08-06 Amar Ranjan Dash , Sandipta Kumar Sahu , B Kewal

It has been shown in the indexing literature that there is an essential difference between prefix/range searches on the one hand, and predecessor/rank searches on the other hand, in that the former provably allows faster query resolution.…

数据结构与算法 · 计算机科学 2018-04-16 Djamal Belazzougui , Paolo Boldi , Rasmus Pagh , Sebastiano Vigna

Today's data centers have an abundance of computing resources, hosting server clusters consisting of as many as tens or hundreds of thousands of machines. To execute a complex computing task over a data center, it is natural to distribute…

信息论 · 计算机科学 2017-02-24 Qian Yu , Songze Li , Mohammad Ali Maddah-Ali , A. Salman Avestimehr

Heterogeneous multi-core systems such as big/little architectures have been introduced as an attractive server design option with the potential to improve performance under power constraints in data centres. Since both big high-performing…

分布式、并行与集群计算 · 计算机科学 2019-12-23 Rajiv Nishtala , Vinicius Petrucci , Paul Carpenter , Xavier Martorell

In-network caching is one of the fundamental operations of Information-centric networks (ICN). The default caching strategy taken by most of the current ICN proposals is caching along--default--path, which makes popular objects to be cached…

网络与互联网体系结构 · 计算机科学 2015-02-10 Sumanta Saha , Andrey Lukyanenko , Antti Ylä-Jääski

The kernel method is a potential approach to analyzing structured data such as sequences, trees, and graphs; however, unordered trees have not been investigated extensively. Kimura et al. (2011) proposed a kernel function for unordered…

数据结构与算法 · 计算机科学 2012-06-22 Daisuke Kimura , Hisashi Kashima

Clustering has become an increasingly important task in analysing huge amounts of data. Traditional applications require that all data has to be located at the site where it is scrutinized. Nowadays, large amounts of heterogeneous, complex…

数据库 · 计算机科学 2014-09-24 Eshref Januzaj , Hans-Peter Kriegel , Martin Pfeifle

One important tool is the optimal clustering of data into useful categories. Dividing similar objects into a smaller number of clusters is of importance in many applications. These include search engines, monitoring of academic performance,…

分布式、并行与集群计算 · 计算机科学 2017-09-21 Gavriel Yarmish , Philip Listowsky , Simon Dexter

The present work addresses the issue of using complex networks as artificial intelligence mechanisms. More specifically, we consider the situation in which puzzles, represented as complex networks of varied types, are to be assembled by…

物理与社会 · 物理学 2018-11-01 Henrique F. de Arruda , Cesar H. Comin , Luciano da F. Costa

Next-generation wireless technologies (for immersive-massive communication, joint communication and sensing) demand highly parallel architectures for massive data processing. A common architectural template scales up by grouping tens to…

硬件体系结构 · 计算机科学 2025-07-08 Samuel Riedel , Yichao Zhang , Marco Bertuletti , Luca Benini

In order to speed-up classification models when facing a large number of categories, one usual approach consists in organizing the categories in a particular structure, this structure being then used as a way to speed-up the prediction…

机器学习 · 计算机科学 2015-11-26 Aurélia Léon , Ludovic Denoyer

We consider a centralized caching network, where a server serves several groups of users, each having a common shared homogeneous fixed-size cache and requesting arbitrary multiple files. An existing coded prefetching scheme is employed…

信息论 · 计算机科学 2018-08-06 Haisheng Xu , Chen Gong , Xiaodong Wang

Programming a distributed system, such as a cluster, requires extended use of low-level communication libraries and can often become cumbersome and error prone for the average developer. In this work, we consider each node of a cluster as a…

分布式、并行与集群计算 · 计算机科学 2022-05-24 Ilias Keftakis , Vassilios V. Dimakopoulos

In cloud radio access networks (C-RANs), a substantial amount of data must be exchanged in both backhaul and fronthaul links, which causes high power consumption and poor quality of service (QoS) experience for real-time services. To solve…

信息论 · 计算机科学 2016-11-18 Zhongyuan Zhao , Mugen Peng , Zhiguo Ding , Wenbo Wang , H. Vincent Poor

Inducing latent tree structures from sequential data is an emerging trend in the NLP research landscape today, largely popularized by recent methods such as Gumbel LSTM and Ordered Neurons (ON-LSTM). This paper proposes FASTTREES, a new…

计算与语言 · 计算机科学 2021-11-30 Bill Tuck Weng Pung , Alvin Chan