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In this paper, we propose a distributed algorithm for stochastic smooth, non-convex optimization. We assume a worker-server architecture where $N$ nodes, each having $n$ (potentially infinite) number of samples, collaborate with the help of…

Optimization and Control · Mathematics 2020-11-09 Pranay Sharma , Swatantra Kafle , Prashant Khanduri , Saikiran Bulusu , Ketan Rajawat , Pramod K. Varshney

Existing approaches to tolerate Byzantine faults in geo-replicated environments require systems to execute complex agreement protocols over wide-area links and consequently are often associated with high response times. In this paper we…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-22 Michael Eischer , Tobias Distler

High-performance clusters and datacenters pose increasingly demanding requirements on storage systems. If these systems do not operate at scale, applications are doomed to become I/O bound and waste compute cycles. To accelerate the data…

Networking and Internet Architecture · Computer Science 2022-06-22 Salvatore Di Girolamo , Daniele De Sensi , Konstantin Taranov , Milos Malesevic , Maciej Besta , Timo Schneider , Severin Kistler , Torsten Hoefler

This paper investigates an edge computing system where requests are processed by a set of replicated edge servers. We investigate a class of applications where similar queries produce identical results. To reduce processing overhead on the…

Emerging Technologies · Computer Science 2024-05-29 Adrian-Cristian Nicolaescu , Spyridon Mastorakis , Md Washik Al Azad , David Griffin , Miguel Rio

The paradigm of big data is characterized by the need to collect and process data sets of great volume, arriving at the systems with great velocity, in a variety of formats. Spark is a widely used big data processing system that can be…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-29 Duarte M. Nascimento , Miguel Ferreira , Miguel L. Pardal

High performance computing data is surging fast into the exabyte-scale world, where tape libraries are the main platform for long-term durable data storage besides high-cost DNA. Tape libraries are extremely hard to model, but accurate…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-13 Suayb S. Arslan , James Peng , Turguy Goker

Distributed Asynchronous Object Store (DAOS) is a novel software-defined object store leveraging Non-Volatile Memory (NVM) devices, designed for high performance. It provides a number of interfaces for applications to undertake I/O, ranging…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-30 Nicolau Manubens , Johann Lombardi , Simon D. Smart , Emanuele Danovaro , Tiago Quintino , Dean Hildebrand , Adrian Jackson

The notion of replicable algorithms was introduced in Impagliazzo et al. [STOC '22] to describe randomized algorithms that are stable under the resampling of their inputs. More precisely, a replicable algorithm gives the same output with…

Machine Learning · Computer Science 2023-03-28 Mark Bun , Marco Gaboardi , Max Hopkins , Russell Impagliazzo , Rex Lei , Toniann Pitassi , Satchit Sivakumar , Jessica Sorrell

Data distribution across different facilities offers benefits such as enhanced resource utilization, increased resilience through replication, and improved performance by processing data near its source. However, managing such data is…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-02 Dante D. Sanchez-Gallegos , J. L. Gonzalez-Compean , Maxime Gonthier , Valerie Hayot-Sasson , J. Gregory Pauloski , Haochen Pan , Kyle Chard , Jesus Carretero , Ian Foster

Emerging Deep Learning (DL) applications introduce heavy I/O workloads on computer clusters. The inherent long lasting, repeated, and random file access pattern can easily saturate the metadata and data service and negatively impact other…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-01 Zhao Zhang , Lei Huang , Uri Manor , Linjing Fang , Gabriele Merlo , Craig Michoski , John Cazes , Niall Gaffney

Distributed storage systems such as Hadoop File System or Google File System (GFS) ensure data availability and durability using replication. This paper is focused on the analysis of the efficiency of replication mechanism that determines…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-03-28 Wen Sun , Véronique Simon , Sébastien Monnet , Philippe Robert , Pierre Sens

Task-based programming models have proven to be a robust and versatile way to approach development of applications for distributed environments. They provide natural programming patterns with high performance. However, execution on this…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-08 Alex Barcelo , Anna Queralt , Toni Cortes

This paper presents a comprehensive analysis of performance trade offs between implementation choices for transaction runtime systems on persistent memory. We compare three implementations of transaction runtimes: undo logging, redo…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-04 Virendra Marathe , Achin Mishra , Amee Trivedi , Yihe Huang , Faisal Zaghloul , Sanidhya Kashyap , Margo Seltzer , Tim Harris , Steve Byan , Bill Bridge , Dave Dice

Web archiving frameworks are commonly assessed by the quality of their archival records and by their ability to operate at scale. The ubiquity of dynamic web content poses a significant challenge for crawler-based solutions such as the…

Digital Libraries · Computer Science 2019-09-11 Martin Klein , Harihar Shankar , Lyudmila Balakireva , Herbert Van de Sompel

Resource utilization is one of the emerging problems in many-chip SSDs. In this paper, we propose Sprinkler, a novel device-level SSD controller, which targets maximizing resource utilization and achieving high performance without…

Hardware Architecture · Computer Science 2017-05-15 Myoungsoo Jung , Mahmut T. Kandemir

The Paxos algorithm requires a single correct coordinator process to operate. After a failure, the replacement of the coordinator may lead to a temporary unavailability of the application implemented atop Paxos. So far, this unavailability…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-24 Gustavo M. D. Vieira , Islene C. Garcia , Luiz E. Buzato

Partitioned global address space (PGAS) is a parallel programming model for the development of applications on clusters. It provides a global address space partitioned among the cluster nodes, and is supported in programming languages like…

Logic in Computer Science · Computer Science 2013-07-26 Georgel Calin , Egor Derevenetc , Rupak Majumdar , Roland Meyer

Cloud computing has recently emerged as a key technology to provide individuals and companies with access to remote computing and storage infrastructures. In order to achieve highly-available yet high-performing services, cloud data stores…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-08-10 Álvaro García-Recuero , Sérgio Esteves , Luís Veiga

The persistent programming systems of the 1980s offered a programming model that integrated computation and long-term storage. In these systems, reliable applications could be engineered without requiring the programmer to write translation…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-06-21 Alan Dearle , Graham Kirby , Stuart Norcross , Andrew McCarthy

An online backup system should be quick and reliable in both saving and restoring users' data. To do so in a peer-to-peer implementation, data transfer scheduling and the amount of redundancy must be chosen wisely. We formalize the problem…

Networking and Internet Architecture · Computer Science 2010-09-17 Laszlo Toka , Matteo Dell'Amico , Pietro Michiardi
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