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The current flash memory technology focuses on the cost minimization of its static storage capacity. However, the resulting approach supports a relatively small number of program-erase cycles. This technology is effective for consumer…

信息论 · 计算机科学 2015-01-05 Eyal En Gad , Eitan Yaakobi , Anxiao , Jiang , Jehoshua Bruck

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…

数据库 · 计算机科学 2025-06-02 Zhen Liu , Wenzhe Zhu , Yongkun Li , Yinlong Xu

TinyML has rose to popularity in an era where data is everywhere. However, the data that is in most demand is subject to strict privacy and security guarantees. In addition, the deployment of TinyML hardware in the real world has…

机器学习 · 计算机科学 2021-10-05 Kavya Kopparapu , Eric Lin

External-memory dictionaries are a fundamental data structure in file systems and databases. Versioned (or fully-persistent) dictionaries have an associated version tree where queries can be performed at any version, updates can be…

数据结构与算法 · 计算机科学 2015-03-19 Andrew Byde , Andy Twigg

Modern caches are often required to handle a massive amount of data, which exceeds the amount of available memory; thus, hybrid caches, specifically DRAM/SSD combination, become more and more prevalent. In such environments, in addition to…

操作系统 · 计算机科学 2022-06-28 Ohad Eytan , Roy Friedman

A database system optimized for in-memory storage can support much higher transaction rates than current systems. However, standard concurrency control methods used today do not scale to the high transaction rates achievable by such…

Due to its attractive characteristics in terms of performance, weight and power consumption, NAND flash memory became the main non volatile memory (NVM) in embedded systems. Those NVMs also present some specific characteristics/constraints:…

操作系统 · 计算机科学 2013-12-17 Pierre Olivier , Jalil Boukhobza , Eric Senn

Today, flash memory are strongly used in the embedded system domain. NAND flash memories are the building block of main secondary storage systems. Such memories present many benefits in terms of data density, I/O performance, shock…

操作系统 · 计算机科学 2012-09-03 Pierre Olivier , Jalil Boukhobza , Eric Senn

This paper presents LibMTL, an open-source Python library built on PyTorch, which provides a unified, comprehensive, reproducible, and extensible implementation framework for Multi-Task Learning (MTL). LibMTL considers different settings…

机器学习 · 计算机科学 2022-03-29 Baijiong Lin , Yu Zhang

In the modern era of multicore processors, utilizing cores is a tedious job. Synchronization and communication among processors involve high cost. Software transaction memory systems (STMs) addresses this issues and provide better…

分布式、并行与集群计算 · 计算机科学 2018-07-31 Chirag Juyal , Sandeep Kulkarni , Sweta Kumari , Sathya Peri , Archit Somani

Recommendation system has gained a large popularity for a variety of personalized suggestion tasks, but the ever-increasing number of user data makes real-time processing of recommendation systems difficult. NAND flash memory-based…

硬件体系结构 · 计算机科学 2026-04-29 Jangho Baik , Sunghyun Kim , Gisan Ji , Wonbo Shim , Sungju Ryu

Existing Large Language Models (LLMs) usually remain static after deployment, which might make it hard to inject new knowledge into the model. We aim to build models containing a considerable portion of self-updatable parameters, enabling…

计算与语言 · 计算机科学 2024-05-28 Yu Wang , Yifan Gao , Xiusi Chen , Haoming Jiang , Shiyang Li , Jingfeng Yang , Qingyu Yin , Zheng Li , Xian Li , Bing Yin , Jingbo Shang , Julian McAuley

As a result of RAM becoming cheaper, there has been a trend in key-value store design towards maintaining a fast in-memory index (such as a hash table) while logging user operations to disk, allowing high performance under failure-free…

数据库 · 计算机科学 2021-07-23 Maofan Yin , Hongbo Zhang , Robbert van Renesse , Emin Gün Sirer

We present SSS, a scalable transactional key-value store deploying a novel distributed concurrency control that provides external consistency for all transactions, never aborts read-only transactions due to concurrency, all without…

分布式、并行与集群计算 · 计算机科学 2019-01-15 Masoomeh Javidi Kishi , Sebastiano Peluso , Hank Korth , Roberto Palmieri

LSM-trees are widely adopted as the storage backend of key-value stores. However, optimizing the system performance under dynamic workloads has not been sufficiently studied or evaluated in previous work. To fill the gap, we present RusKey,…

数据库 · 计算机科学 2023-09-19 Dingheng Mo , Fanchao Chen , Siqiang Luo , Caihua Shan

Authenticated data storage on an untrusted platform is an important computing paradigm for cloud applications ranging from big-data outsourcing, to cryptocurrency and certificate transparency log. These modern applications increasingly…

密码学与安全 · 计算机科学 2019-11-11 Yuzhe Tang , Ju Chen , Kai Li , Jianliang Xu , Qi Zhang

Storage devices based on flash memory have replaced hard disk drives (HDDs) due to their superior performance, increasing density, and lower power consumption. Unfortunately, flash memory is subject to challenging idiosyncrasies like…

数据库 · 计算机科学 2015-04-08 Niv Dayan , Philippe Bonnet

Modern data-intensive applications increasingly store and process big-value items, such as multimedia objects and machine learning embeddings, which exacerbate storage inefficiencies in Log-Structured Merge-Tree (LSM)-based key-value…

数据库 · 计算机科学 2025-06-10 Ming Li , Wendi Cheng , Jiahe Wei , Xueqiang Shan , Weikai Liu , Xiaonan Zhao , Xiao Zhang

Over the past years, there has been an increasing number of key-value (KV) store designs, each optimizing for a different set of requirements. Furthermore, with the advancements of storage technology the design space of KV stores has become…

分布式、并行与集群计算 · 计算机科学 2020-03-03 Nikos Batsaras , Giorgos Saloustros , Anastasios Papagiannis , Panagiota Fatourou , Angelos Bilas

Solid-state drives (SSDs) are extensively used to deploy persistent data stores, as they provide low latency random access, high write throughput, high data density, and low cost. Tree-based data structures are widely used to build…

数据库 · 计算机科学 2020-06-09 Diego Didona , Nikolas Ioannou , Radu Stoica , Kornilios Kourtis