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Sparse general matrix-matrix multiplication (SpGEMM) is a critical operation in many applications. Current multithreaded implementations are based on Gustavson's algorithm and often perform poorly on large matrices due to limited cache…

分布式、并行与集群计算 · 计算机科学 2025-04-11 Jordi Wolfson-Pou , Jan Laukemann , Fabrizio Petrini

Optimizing with group sparsity is significant in enhancing model interpretability in machining learning applications, e.g., feature selection, compressed sensing and model compression. However, for large-scale stochastic training problems,…

最优化与控制 · 数学 2021-02-16 Tianyi Chen , Guanyi Wang , Tianyu Ding , Bo Ji , Sheng Yi , Zhihui Zhu

Modern social platforms are characterized by the presence of rich user-behavior data associated with the publication, sharing and consumption of textual content. Users interact with content and with each other in a complex and dynamic…

社会与信息网络 · 计算机科学 2019-02-08 Adit Krishnan , Ashish Sharma , Hari Sundaram

Real-world manipulation problems in heavy clutter require robots to reason about potential contacts with objects in the environment. We focus on pick-and-place style tasks to retrieve a target object from a shelf where some `movable'…

机器人学 · 计算机科学 2023-03-24 Dhruv Mauria Saxena , Maxim Likhachev

As data traffic volume continues to increase, caching of popular content at strategic network locations closer to the end user can enhance not only user experience but ease the utilization of highly congested links in the network. A key…

网络与互联网体系结构 · 计算机科学 2023-11-15 Yantong Wang , Vasilis Friderikos

Managing the plan of constellation of satellites for target observation requires optimal deployment and efficient operational strategies. In this paper, we introduce a new technique based on group theory tools through multi-agent constraint…

最优化与控制 · 数学 2024-09-13 Vincenzo Basco

Metaheuristics are known to be strong in solving large-scale instances of computationally hard problems. However, their efficiency still needs exploration in the context of instance structure, scale and numerical properties for many of…

计算工程、金融与科学 · 计算机科学 2018-01-11 David Chalupa , Peter Nielsen

The tremendous increase in the size and heterogeneity of supercomputers makes it very difficult to predict the performance of a scheduling algorithm. Therefore, dynamic solutions, where scheduling decisions are made at runtime have…

分布式、并行与集群计算 · 计算机科学 2014-04-16 Olivier Beaumont , Loris Marchal

Massive device connectivity in Internet of Thing (IoT) networks with sporadic traffic poses significant communication challenges. To overcome this challenge, the serving base station is required to detect the active devices and estimate the…

信号处理 · 电气工程与系统科学 2020-06-11 Yuning Jiang , Junyan Su , Yuanming Shi , Boris Houska

With the increasing demand for spectrum efficiency and energy efficiency, reconfigurable intelligent surfaces (RISs) have attracted massive attention due to its low-cost and capability of controlling wireless environment. However, there is…

信息论 · 计算机科学 2024-10-28 Yangjing Wang , Xiao Li , Xinping Yi , Shi Jin

The channel estimation overhead of reconfigurable intelligent surface (RIS) assisted communication systems can be prohibitive. Prior works have demonstrated via simulations that grouping neighbouring RIS elements can help to reduce the…

信息论 · 计算机科学 2021-11-23 Neel Kanth Kundu , Zan Li , Junhui Rao , Shanpu Shen , Matthew R. McKay , Ross Murch

The wide adoption of smartphones and mobile applications has brought significant changes to not only how individuals behave in the real world, but also how groups of users interact with each other when organizing group events. Understanding…

社会与信息网络 · 计算机科学 2017-10-10 Shuo Zhang , Khaled Alanezi , Mike Gartrell , Richard Han , Qin Lv , Shivakaht Mishra

Planning for multi-robot teams in complex environments is a challenging problem, especially when these teams must coordinate to accomplish a common objective. In general, optimal solutions to these planning problems are computationally…

机器人学 · 计算机科学 2024-03-07 Cora A. Dimmig , Kevin C. Wolfe , Joseph Moore

We consider the facility location problem in the one-dimensional setting where each facility can serve a limited number of agents from the algorithmic and mechanism design perspectives. From the algorithmic perspective, we prove that the…

计算机科学与博弈论 · 计算机科学 2019-11-25 Haris Aziz , Hau Chan , Barton E. Lee , Bo Li , Toby Walsh

We introduce PRISM (Pathfinding with Rapid Information Sharing using Motion Constraints), a decentralized algorithm designed to address the multi-task multi-agent pathfinding (MT-MAPF) problem. PRISM enables large teams of agents to…

机器人学 · 计算机科学 2025-05-14 Hannah Lee , Zachary Serlin , James Motes , Brendan Long , Marco Morales , Nancy M. Amato

The rapid advancement of high degree-of-freedom (DoF) serial manipulators necessitates the use of swift, sampling-based motion planners for high-dimensional spaces. While sampling-based planners like the Rapidly-Exploring Random Tree (RRT)…

机器人学 · 计算机科学 2026-03-06 Theodore M. Belmont , Benjamin A. Christie , Anton Netchaev

Allocating of people in multiple projects is an important issue considering the efficiency of groups from the point of view of social interaction. In this paper, based on previous works, the Multiple Team Formation Problem (MTFP) based on…

神经与进化计算 · 计算机科学 2019-03-11 Jose G. M. Esgario , Iago E. da Silva , Renato A. Krohling

The advancement of mobile technologies and the proliferation of map-based applications have enabled a user to access a wide variety of services that range from information queries to navigation systems. Due to the popularity of map-based…

数据库 · 计算机科学 2020-04-24 Hossain Mahmud , Ashfaq Mahmood Amin , Mohammed Eunus Ali , Tanzima Hashem

In this work, based on the hybrid generalized approximate message passing (HyGAMP) algorithm, we propose the message-scheduling GAMP (MSGAMP) algorithm in order to address the problem of joint active device detection and channel estimation…

信息论 · 计算机科学 2021-06-15 R. B. Di Renna , R. C. de Lamare

We propose a new scalable algorithm for facility location. Facility location is a classic problem, where the goal is to select a subset of facilities to open, from a set of candidate facilities F , in order to serve a set of clients C. The…

分布式、并行与集群计算 · 计算机科学 2015-03-13 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Mauro Sozio
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