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In many smart contract architectures, every contract or object is mutably shared by default. The Sui smart contract platform bears the unique feature of distinguishing between shared and owned objects. While transactions operating on shared…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-24 Roman Overko

3D object detection is a core perceptual challenge for robotics and autonomous driving. However, the class-taxonomies in modern autonomous driving datasets are significantly smaller than many influential 2D detection datasets. In this work,…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Benjamin Wilson , Zsolt Kira , James Hays

We present Keigo, a concurrency- and workload-aware storage middleware that enhances the performance of log-structured merge key-value stores (LSM KVS) when they are deployed on a hierarchy of storage devices. The key observation behind…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-18 Rúben Adão , Zhongjie Wu , Changjun Zhou , Oana Balmau , João Paulo , Ricardo Macedo

We present a method for detecting objects in images using a single deep neural network. Our approach, named SSD, discretizes the output space of bounding boxes into a set of default boxes over different aspect ratios and scales per feature…

Computer Vision and Pattern Recognition · Computer Science 2016-12-30 Wei Liu , Dragomir Anguelov , Dumitru Erhan , Christian Szegedy , Scott Reed , Cheng-Yang Fu , Alexander C. Berg

With the growing reliance on the ubiquitous availability of IT systems and services, these systems become more global, scaled, and complex to operate. To maintain business viability, IT service providers must put in place reliable and cost…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-08 Anna Levin , Shelly Garion , Elliot K. Kolodner , Dean H. Lorenz , Katherine Barabash , Mike Kugler , Niall McShane

In C++, objects can be allocated in static memory, on the stack, or on the heap -- the latter being significantly more performance-costly than the former options. We hypothesized that programmers, particularly those involved in widely-used…

Programming Languages · Computer Science 2024-10-10 Roman Korostinskiy , Eugene Darashkevich , Roman Rusyaev , Yegor Bugayenko

Traditional executable delivery models pose challenges for IoT devices with limited storage, necessitating the download of complete executables and dependencies. Network solutions like NFS, designed for data files, encounter high IO…

Networking and Internet Architecture · Computer Science 2023-12-11 Jun Lu , Zhenya Ma , Yinggang Gao , Ju Ren , Yaoxue Zhang

This paper proposes using file system custom metadata as a bidirectional communication channel between applications and the storage system. This channel can be used to pass hints that enable cross-layer optimizations, an option hindered…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-29 Samer Al-Kiswany , Emalayan Vairavanathan , Lauro B. Costa , Hao Yang , Matei Ripeanu

We live in a data-centric world where we are heading to generate close to 200 Zettabytes of data by the year 2025. Our data processing requirements have also increased as we push to build data processing frameworks that can process large…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-21 Corne Lukken , Animesh Trivedi

Edge caching via the placement of distributed storages throughout the network is a promising solution to reduce latency and network costs of content delivery. With the advent of the upcoming 5G future, billions of F-RAN (Fog-Radio Access…

Networking and Internet Architecture · Computer Science 2020-10-22 Khushal Sethi , Manan Suri

Flexible and performant Persistency Service is a necessary component of any HEP Software Framework. The building of a modular, non-intrusive and performant persistency component have been shown to be very difficult task. In the past, it was…

Databases · Computer Science 2007-05-23 Julius Hrivnac

Data center downtime typically centers around IT equipment failure. Storage devices are the most frequently failing components in data centers. We present a comparative study of hard disk drives (HDDs) and solid state drives (SSDs) that…

Machine Learning · Computer Science 2020-12-24 Riccardo Pinciroli , Lishan Yang , Jacob Alter , Evgenia Smirni

Visual object counting is a fundamental computer vision task underpinning numerous real-world applications, from cell counting in biomedicine to traffic and wildlife monitoring. However, existing methods struggle to handle the challenge of…

Computer Vision and Pattern Recognition · Computer Science 2025-07-31 Corentin Dumery , Noa Etté , Aoxiang Fan , Ren Li , Jingyi Xu , Hieu Le , Pascal Fua

This work is dedicated to eliminating the overhead of guaranteeing the storage order in modern IO stack. The existing block device adopts prohibitively expensive resort in ensuring the storage order among write requests: interleaving…

Operating Systems · Computer Science 2017-11-08 Youjip Won , Jaemin Jung , Gyeongyeol Choi , Joontaek Oh , Seongbae Son , Jooyoung Hwang , Sangyeun Cho

The effective management of large amounts of data processed or required by today's cloud or edge computing systems remains a fundamental challenge. This paper focuses on cache management for applications where data objects can be stored in…

Networking and Internet Architecture · Computer Science 2025-04-03 Agrim Bari , Gustavo de Veciana , George Kesidis

The function-as-a-service (FaaS) paradigm is envisioned as the next generation of cloud computing systems that mitigate the burden for cloud-native application developers by abstracting them from cloud resource management. However, it does…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-21 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

The growing performance gap between multi-core CPUs and main memory necessitates hardware-aware software design paradigms. This study provides a comprehensive performance analysis of Data Oriented Design (DOD) versus the traditional…

Artificial Intelligence · Computer Science 2026-02-16 Gabriel M. Arantes , Giancarlo Lucca , Eduardo N. Borges , Richard F. Pinto , Bruno L. Dalmazo , Rafael A. Berri

Storage systems have not kept the same technology improvement rate as computing systems. As applications produce more and more data, I/O becomes the limiting factor for increasing application performance. I/O congestion caused by concurrent…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-03 Hatem Elshazly , Jorge Ejarque , Francesc Lordan , Rosa M. Badia

In the last decade, key-value data storage systems have gained significantly more interest from academia and industry. These systems face numerous challenges concerning storage space- and read optimization. There exists a large potential…

Databases · Computer Science 2020-04-07 Martin Weise

Persistent key-value (KV) stores are critical infrastructure for data-intensive applications. Leveraging high-performance Non-Volatile Memory (NVM) to enhance KV stores has gained traction. However, previous work has primarily focused on…

Databases · Computer Science 2025-06-02 Zhen Liu , Wenzhe Zhu , Yongkun Li , Yinlong Xu