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Makespan minimization in tasks scheduling of infrastructure as a service (IaaS) cloud is an NP-hard problem. A number of techniques had been used in the past to optimize the makespan time of scheduled tasks in IaaS cloud, which is…

分布式、并行与集群计算 · 计算机科学 2015-10-13 Shafii Muhammad Abdulhamid , Muhammad Shafie Abd Latiff , Ismaila Idris

The League Championship Algorithm (LCA) is sport-inspired optimization algorithm that was introduced by Ali Husseinzadeh Kashan in the year 2009. It has since drawn enormous interest among the researchers because of its potential efficiency…

Online algorithm has been an emerging area of interest for researchers in various domains of computer science. The online $m$-machine list scheduling problem introduced by Graham has gained theoretical as well as practical significance in…

数据结构与算法 · 计算机科学 2020-01-03 Rakesh Mohanty , Debasis Dwibedy , Shreeya Swagatika Sahoo

In this paper a new heuristic optimization algorithm has been introduced based on the performance of the major football leagues within each season in EU countries. The algorithm starts with an initial population including three different…

人工智能 · 计算机科学 2014-06-18 Erfan Khaji

Cloud computing offers on-demand resource access, regulated by Service-Level Agreements (SLAs) between consumers and Cloud Service Providers (CSPs). SLA violations can impact efficiency and CSP profitability. In this work, we propose an…

机器学习 · 计算机科学 2025-07-30 Siana Rizwan , Tasnim Ahmed , Salimur Choudhury

We introduce a generalized Spiking Locally Competitive Algorithm (LCA) that is biologically plausible and exhibits adaptability to a large variety of neuron models and network connectivity structures. In addition, we provide theoretical…

最优化与控制 · 数学 2024-07-08 Xuexing Du , Zhong-qi K. Tian , Songting Li , Douglas Zhou

Given an input $x$, and a search problem $F$, local computation algorithms (LCAs) implement access to specified locations of $y$ in a legal output $y \in F(x)$, using polylogarithmic time and space. Mansour et al., (2012), had previously…

数据结构与算法 · 计算机科学 2014-04-23 Omer Reingold , Shai Vardi

Cloud computing is an emerging technology in distributed computing which facilitates pay per model as per user demand and requirement.Cloud consist of a collection of virtual machine which includes both computational and storage facility.…

分布式、并行与集群计算 · 计算机科学 2014-04-09 Dr. Amit Agarwal , Saloni Jain

Algorithmic fairness in clustering aims to balance the proportions of instances assigned to each cluster with respect to a given sensitive attribute. While recently developed fair clustering algorithms optimize clustering objectives under…

机器学习 · 计算机科学 2025-10-24 Kunwoong Kim , Jihu Lee , Sangchul Park , Yongdai Kim

Local Computation Algorithms (LCA), as introduced by Rubinfeld, Tamir, Vardi, and Xie (2011), are a type of ultra-efficient algorithms which, given access to a (large) input for a given computational task, are required to provide fast query…

数据结构与算法 · 计算机科学 2025-04-03 Clément L. Canonne , Yun Li , Seeun William Umboh

We consider the online resource minimization problem in which jobs with hard deadlines arrive online over time at their release dates. The task is to determine a feasible schedule on a minimum number of machines. We rigorously study this…

数据结构与算法 · 计算机科学 2015-12-09 Lin Chen , Nicole Megow , Kevin Schewior

Modern day continued demand for resource hungry services and applications in IT sector has led to development of Cloud computing. Cloud computing environment involves high cost infrastructure on one hand and need high scale computational…

分布式、并行与集群计算 · 计算机科学 2014-03-18 Mayanka Katyal , Atul Mishra

The Service Level Agreement~(SLA) based grid superscheduling approach promotes coordinated resource sharing. Superscheduling is facilitated between administratively and topologically distributed grid sites by grid schedulers such as…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Rajiv Ranjan , Aaron Harwood , Rajkumar Buyya

In modern distributed computing systems, unpredictable and unreliable infrastructures result in high variability of computing resources. Meanwhile, there is significantly increasing demand for timely and event-driven services with deadline…

分布式、并行与集群计算 · 计算机科学 2019-04-12 Chien-Sheng Yang , Ramtin Pedarsani , A. Salman Avestimehr

In this work, we focus on designing an efficient Local Computation Algorithm (LCA) for the set cover problem, which is a core optimization task. The state-of-the-art LCA for computing $O(\log \Delta)$-approximate set cover, developed by…

数据结构与算法 · 计算机科学 2026-03-26 Slobodan Mitrović , Srikkanth Ramachandran , Ronitt Rubinfeld , Mihir Singhal

With multiple identical unit speed servers, the online problem of scheduling jobs that migrate between two phases, limitedly parallelizable or completely sequential, and choosing their respective speeds to minimize the total flow time is…

数据结构与算法 · 计算机科学 2022-05-03 Rahul Vaze

AI agents execute tens to hundreds of chained LLM calls per task, yet GPU schedulers treat each call as independent, discarding gigabytes of intermediate state between steps and inflating end-to-end latency by 3-8x. We argue that this…

分布式、并行与集群计算 · 计算机科学 2026-05-04 Dongxin Guo , Jikun Wu , Siu Ming Yiu

Consider a set of jobs with independent random service times to be scheduled on a single machine. The jobs can be surgeries in an operating room, patients' appointments in outpatient clinics, etc. The challenge is to determine the optimal…

最优化与控制 · 数学 2020-04-16 Mehdi Jafarnia-Jahromi , Rahul Jain

Large Language Models (LLMs) are increasingly being deployed as intelligent agents. Their multi-stage workflows, which alternate between local computation and calls to external network services like Web APIs, introduce a mismatch in their…

计算与语言 · 计算机科学 2025-12-17 Hongqiu Ni , Jiabao Zhang , Guopeng Li , Zilong Wang , Ruiqi Wu , Chi Zhang , Haisheng Tan

Cloud computing allows scalable resource provisioning, but dynamic workload changes often lead to higher costs due to over-provisioning. Machine learning (ML) approaches, such as Long Short-Term Memory (LSTM) networks, are effective for…

分布式、并行与集群计算 · 计算机科学 2026-04-03 Heet Nagoriya , Komal Rohit
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