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Computing-in-memory with emerging non-volatile memory (nvCiM) is shown to be a promising candidate for accelerating deep neural networks (DNNs) with high energy efficiency. However, most non-volatile memory (NVM) devices suffer from…

硬件体系结构 · 计算机科学 2022-05-27 Zheyu Yan , Xiaobo Sharon Hu , Yiyu Shi

As transistor-based memory technologies like dynamic random access memory (DRAM) approach their scalability limits, the need to explore alternative storage solutions becomes increasingly urgent. Phase-change memory (PCM) has gained…

硬件体系结构 · 计算机科学 2025-12-02 Mahek Desai , Rowena Quinn , Marjan Asadinia

To index the increasing volume of data, modern data indexes are typically stored on SSDs and cached in DRAM. However, searching such an index has resulted in significant I/O traffic due to limited access locality and inefficient cache…

硬件体系结构 · 计算机科学 2024-08-05 Yun-Chih Chen , Yuan-Hao Chang , Tei-Wei Kuo

Advances in storage technology have introduced Non-Volatile Memory, NVM, as a new storage medium. NVM, along with Dynamic Random Access Memory (DRAM), Solid State Disk (SSD), and Disk present a system designer with a wide array of options…

数据库 · 计算机科学 2025-06-06 Shahram Ghandeharizadeh , Sandy Irani , Jenny Lam

Media failures usually leave database systems unavailable for several hours until recovery is complete, especially in applications with large devices and high transaction volume. Previous work introduced a technique called single-pass…

数据库 · 计算机科学 2017-02-28 Caetano Sauer , Goetz Graefe , Theo Härder

Large language models (LLMs) rely on self-attention for contextual understanding, demanding high-throughput inference and large-scale token parallelism (LTPP). Existing dynamic sparsity accelerators falter under LTPP scenarios due to…

硬件体系结构 · 计算机科学 2025-12-25 Huizheng Wang , Taiquan Wei , Hongbin Wang , Zichuan Wang , Xinru Tang , Zhiheng Yue , Shaojun Wei , Yang Hu , Shouyi Yin

Raw bit errors are common in NAND flash memory and will increase in the future. These errors reduce flash reliability and limit the lifetime of a flash memory device. We aim to improve flash reliability with a multitude of low-cost…

硬件体系结构 · 计算机科学 2018-08-16 Yixin Luo

Although read disturbance has emerged as a major reliability concern, managing read disturbance in modern NAND flash memory has not been thoroughly investigated yet. From a device characterization study using real modern NAND flash memory,…

硬件体系结构 · 计算机科学 2025-01-07 Myoungjun Chun , Jaeyong Lee , Inhyuk Choi , Jisung Park , Myungsuk Kim , Jihong Kim

Temporal memory corruptions are commonly exploited software vulnerabilities that can lead to powerful attacks. Despite significant progress made by decades of research on mitigation techniques, existing countermeasures fall short due to…

密码学与安全 · 计算机科学 2020-10-27 Reza Mirzazade Farkhani , Mansour Ahmadi , Long Lu

The first contribution of this paper is the development of extremely dense, energy-efficient mixed-signal vector-by-matrix-multiplication (VMM) circuits based on the existing 3D-NAND flash memory blocks, without any need for their…

新兴技术 · 计算机科学 2019-08-08 Mohammad Bavandpour , Shubham Sahay , Mohammad Reza Mahmoodi , Dmitri B. Strukov

Indexes provide a method to access data in databases quickly. It can improve the response speed of subsequent queries by building a complete index in advance. However, it also leads to a huge overhead of the continuous updating during…

数据库 · 计算机科学 2019-11-27 Gang Wu , Yidong Song , Guodong Zhao , Wei Sun , Donghong Han , Baiyou Qiao , Guoren Wang , Ye Yuan

Systematic checkpointing of the machine state makes restart of execution from a safe state possible upon detection of an error. The time and energy overhead of checkpointing, however, grows with the frequency of checkpointing. Amortizing…

分布式、并行与集群计算 · 计算机科学 2021-11-30 Ismail Akturk , Ulya R. Karpuzcu

Recent large language models (LLMs) are rapidly extending their context windows, yet inference throughput lags due to increasing GPU memory and bandwidth demands. This is because the key-value (KV) cache, an intermediate structure storing…

The number of battery-powered devices is rapidly increasing due to the widespread use of IoT-enabled nodes in various fields. Energy harvesters, which help to power embedded devices, are a feasible alternative to replacing battery-powered…

硬件体系结构 · 计算机科学 2023-05-18 SatyaJaswanth Badri , Mukesh Saini , Neeraj Goel

Scalable nonvolatile memory DIMMs will finally be commercially available with the release of the Intel Optane DC Persistent Memory Module (or just "Optane DC PMM"). This new nonvolatile DIMM supports byte-granularity accesses with access…

分布式、并行与集群计算 · 计算机科学 2019-08-13 Joseph Izraelevitz , Jian Yang , Lu Zhang , Juno Kim , Xiao Liu , Amirsaman Memaripour , Yun Joon Soh , Zixuan Wang , Yi Xu , Subramanya R. Dulloor , Jishen Zhao , Steven Swanson

Non-volatile memory (NVM), aka persistent memory, is a new paradigm for memory that preserves its contents even after power loss. The expected ubiquity of NVM has stimulated interest in the design of novel concepts ensuring correctness of…

分布式、并行与集群计算 · 计算机科学 2020-04-20 Eleni Bila , Simon Doherty , Brijesh Dongol , John Derrick , Gerhard Schellhorn , Heike Wehrheim

Sparse matrix vector multiplication (SpMV) is central to numerous data-intensive applications, but requires streaming indirect memory accesses that severely degrade both processing and memory throughput in state-of-the-art architectures.…

硬件体系结构 · 计算机科学 2023-11-20 Chi Zhang , Paul Scheffler , Thomas Benz , Matteo Perotti , Luca Benini

The increased memory demands of workloads is putting high pressure on Last Level Caches (LLCs). Unfortunately, there is limited opportunity to increase the capacity of LLCs due to the area and power requirements of the underlying SRAM…

硬件体系结构 · 计算机科学 2021-12-21 Apostolos Kokolis , Namrata Mantri , Shrikanth Ganapathy , Josep Torrellas , John Kalamatianos

In this report, a novel efficient algorithm for recovery of jointly sparse signals (sparse matrix) from multiple incomplete measurements has been presented, in particular, the NESTA-based MMV optimization method. In a nutshell, the jointly…

信息论 · 计算机科学 2009-05-21 Lianlin Li , Fang Li

Non-volatile memory (NVM) is a promising technology for low-energy and high-capacity main memory of computers. The characteristics of NVM devices, however, tend to be fundamentally different from those of DRAM (i.e., the memory device…

分布式、并行与集群计算 · 计算机科学 2020-01-08 Atsushi Koshiba , Takahiro Hirofuchi , Ryousei Takano , Mitaro Namiki