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To enhance the efficiency of incident response triage operations, it is not cost-effective to defend all systems equally in a complex cyber environment. Instead, prioritizing the defense of critical functionality and the most vulnerable…

密码学与安全 · 计算机科学 2023-03-28 Jinting Zhu , Julian Jang-Jaccard , Ian Welch , Harith Al-Sahaf , Seyit Camtepe

Non-volatile memory (NVM), also known as persistent memory, is an emerging paradigm for memory that preserves its contents even after power loss. NVM is widely expected to become ubiquitous, and hardware architectures are already providing…

分布式、并行与集群计算 · 计算机科学 2023-06-22 Eleni Bila , John Derrick , Simon Doherty , Brijesh Dongol , Gerhard Schellhorn , Heike Wehrheim

The conventional von Neumann architecture has been revealed as a major performance and energy bottleneck for rising data-intensive applications. %, due to the intensive data movements. The decade-old idea of leveraging in-memory processing…

硬件体系结构 · 计算机科学 2019-06-18 Bing Li , Bonan Yan , Hai , Li

Over the last decade, Neural Networks (NNs) have been widely used in numerous applications including safety-critical ones such as autonomous systems. Despite their emerging adoption, it is well known that NNs are susceptible to Adversarial…

机器学习 · 计算机科学 2022-07-19 Dor Cohen , Ofer Strichman

Reading and writing memory are, besides computation, the most common operations a processor performs. The correctness of these operations is therefore essential for the proper execution of any program. However, as soon as fault attacks are…

密码学与安全 · 计算机科学 2018-09-25 Robert Schilling , Mario Werner , Pascal Nasahl , Stefan Mangard

Shingled magnetic recording (SMR) increases the capacity of magnetic hard drives, but it requires that each zone of a disk be written sequentially and erased in bulk. This makes SMR a good fit for workloads dominated by large data objects…

操作系统 · 计算机科学 2017-05-30 Peter Macko , Xiongzi Ge , John Haskins , James Kelley , David Slik , Keith A. Smith , Maxim G. Smith

Graph neural networks (GNNs) have gained significant interest for applications such as citation network analysis and drug discovery due to their ability to apply machine learning techniques on graph-structured data. GNNs typically employ a…

硬件体系结构 · 计算机科学 2026-05-28 Siddhartha Raman Sundara Raman , Lizy John , Jaydeep P. Kulkarni

The NTRU lattice is a promising candidate to construct practical cryptosystems, in particular key encapsulation mechanism (KEM), resistant to quantum computing attacks. Nevertheless, there are still some inherent obstacles to NTRU-based KEM…

密码学与安全 · 计算机科学 2022-11-10 Zhichuang Liang , Boyue Fang , Jieyu Zheng , Yunlei Zhao

Relaxed retention (or volatile) spin-transfer torque RAM (STT-RAM) has been widely studied as a way to reduce STT-RAM's write energy and latency overheads. Given a relaxed retention time STT-RAM level one (L1) cache, we analyze the impacts…

计算机与社会 · 计算机科学 2024-07-30 Dhruv Gajaria , Tosiron Adegbija

Fault tolerance for the upcoming exascale generation has long been an area of active research. One of the components of a fault tolerance strategy is checkpointing. Petascale-level checkpointing is demonstrated through a new mechanism for…

分布式、并行与集群计算 · 计算机科学 2016-09-27 Jiajun Cao , Kapil Arya , Rohan Garg , Shawn Matott , Dhabaleswar K. Panda , Hari Subramoni , Jérôme Vienne , Gene Cooperman

Compute-in-memory (CIM) techniques are widely employed in energy-efficient artificial intelligent (AI) processors. They alleviate power and latency bottlenecks caused by extensive data movements between compute and storage units. To extend…

硬件体系结构 · 计算机科学 2025-12-15 Jianyi Yu , Tengxiao Wang , Yuxuan Wang , Xiang Fu , Fei Qiao , Ying Wang , Rui Yuan , Liyuan Liu , Cong Shi

Two concatenated coding schemes based on fixed-rate Raptor codes are proposed for error control in NAND flash memory. One is geared for off-line recovery of uncorrectable pages and the other is designed for page error correction during the…

信息论 · 计算机科学 2013-12-23 Geunyeong Yu , Jaekyun Moon

Progress in artificial intelligence and machine learning over the past decade has been driven by the ability to train larger deep neural networks (DNNs), leading to a compute demand that far exceeds the growth in hardware performance…

硬件体系结构 · 计算机科学 2023-08-07 Sourjya Roy , Cheng Wang , Anand Raghunathan

We present a new technique, Safe Concurrent Optimistic Traversals (SCOT), to address a well-known problem related to optimistic traversals with classical and more recent safe memory reclamation (SMR) schemes, such as Hazard Pointers (HP),…

分布式、并行与集群计算 · 计算机科学 2026-03-10 Md Amit Hasan Arovi , Ruslan Nikolaev

As storage systems grow in size, device failures happen more frequently than ever before. Given the commodity nature of hard drives employed, a storage system needs to tolerate a certain number of disk failures while maintaining data…

信息论 · 计算机科学 2014-05-20 Yan Wang , Xunrui Yin , Xin Wang

Due to the system scaling, transient errors caused by external noises, e.g., heat fluxes and particle strikes, have become a growing concern for the current and upcoming extreme-scale high-performance-computing (HPC) systems. However, since…

分布式、并行与集群计算 · 计算机科学 2021-03-10 Chao Chen , Greg Eisenhauer , Santosh Pande

Inference efficiency is the predominant consideration in designing deep learning accelerators. Previous work mainly focuses on skipping zero values to deal with remarkable ineffectual computation, while zero bits in non-zero values, as…

机器学习 · 计算机科学 2018-11-19 Hang Lu , Xin Wei , Ning Lin , Guihai Yan , and Xiaowei Li

Neuromorphic computing with non-volatile memory (NVM) can significantly improve performance and lower energy consumption of machine learning tasks implemented using spike-based computations and bio-inspired learning algorithms. High…

神经与进化计算 · 计算机科学 2020-07-07 Shihao Song , Anup Das

Existing single-stream logging schemes are unsuitable for in-memory database management systems (DBMSs) as the single log is often a performance bottleneck. To overcome this problem, we present Taurus, an efficient parallel logging scheme…

数据库 · 计算机科学 2020-10-15 Yu Xia , Xiangyao Yu , Andrew Pavlo , Srinivas Devadas

Multi-vector retrieval (MVR) models, exemplified by ColBERT, have established new benchmarks in retrieval accuracy by preserving fine-grained token-level interactions. However, this granularity imposes prohibitive storage and retrieval…

信息检索 · 计算机科学 2026-05-29 Lixuan Guo , Yifei Wang , Tiansheng Wen , Aosong Feng , Stefanie Jegelka , Chenyu You
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