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This paper presents the Neural Cache architecture, which re-purposes cache structures to transform them into massively parallel compute units capable of running inferences for Deep Neural Networks. Techniques to do in-situ arithmetic in…

硬件体系结构 · 计算机科学 2018-05-11 Charles Eckert , Xiaowei Wang , Jingcheng Wang , Arun Subramaniyan , Ravi Iyer , Dennis Sylvester , David Blaauw , Reetuparna Das

The timing characteristics of cache, a high-speed storage between the fast CPU and the slowmemory, may reveal sensitive information of a program, thus allowing an adversary to conduct side-channel attacks. Existing methods for detecting…

密码学与安全 · 计算机科学 2018-07-10 Shengjian Guo , Meng Wu , Chao Wang

Although machine learning based algorithms have been extensively used for detecting phishing websites, there has been relatively little work on how adversaries may attack such "phishing detectors" (PDs for short). In this paper, we propose…

密码学与安全 · 计算机科学 2022-12-13 Giovanni Apruzzese , V. S. Subrahmanian

Cache side-channel attacks lead to severe security threats to the settings that a CPU is shared across users, e.g., in the cloud. The existing attacks rely on sensing the micro-architectural state changes made by victims, and this…

密码学与安全 · 计算机科学 2021-03-09 Junpeng Wan , Yanxiang Bi , Zhe Zhou , Zhou Li

Modern computer architectures rely on caches to reduce the latency gap between the CPU and main memory. While indispensable for performance, caches pose a serious threat to security because they leak information about memory access patterns…

密码学与安全 · 计算机科学 2023-06-22 Pablo Cañones , Boris Köpf , Jan Reineke

RISC-V processors are becoming ubiquitous in critical applications, but their susceptibility to microarchitectural side-channel attacks is a serious concern. Detection of microarchitectural attacks in RISC-V is an emerging research topic…

密码学与安全 · 计算机科学 2025-10-22 Muhammad Hassan , Maria Mushtaq , Jaan Raik , Tara Ghasempouri

Plaintext non-delayed chaotic cipher (PNDCC) means that in the diffusion equation, plaintext has no delay terms while ciphertext has a feedback term. In existing literature, chaotic cipher diffusions invariably take this form. Since its…

密码学与安全 · 计算机科学 2026-05-05 Qianxue Wang , Simin Yu

Speculative execution techniques have been a cornerstone of modern processors to improve instruction-level parallelism. However, recent studies showed that this kind of techniques could be exploited by attackers to leak secret data via…

密码学与安全 · 计算机科学 2021-07-20 Bowen Tang , Chenggang Wu , Zhe Wang , Lichen Jia , Pen-Chung Yew , Yueqiang Cheng , Yinqian Zhang , Chenxi Wang , Guoqing Harry Xu

Micro-architectural attacks use information leaked through shared resources to break hardware-enforced isolation. These attacks have been used to steal private information ranging from cryptographic keys to privileged Operating System (OS)…

密码学与安全 · 计算机科学 2021-09-21 Nikhilesh Singh , Chester Rebeiro

Modern shared memory multiprocessors permit reordering of memory operations for performance reasons. These reorderings are often a source of subtle bugs in programs written for such architectures. Traditional approaches to verify weak…

软件工程 · 计算机科学 2016-02-29 Ganesh Narayanaswamy , Saurabh Joshi , Daniel Kroening

Recently the problem of indexing and locating content in peer-to-peer networks has received much attention. Previous work suggests caching index entries at intermediate nodes that lie on the paths taken by search queries, but until now…

网络与互联网体系结构 · 计算机科学 2007-05-23 Mema Roussopoulos , Mary Baker

Memory safety errors continue to pose a significant threat to current computing systems, and graphics processing units (GPUs) are no exception. A prominent class of memory safety algorithms is allocation-based solutions. The key idea is to…

分布式、并行与集群计算 · 计算机科学 2025-02-27 Mohamed Tarek Ibn Ziad , Sana Damani , Mark Stephenson , Stephen W. Keckler , Aamer Jaleel

In the modern CPU architecture, enhancements such as the Line Fill Buffer (LFB) and Super Queue (SQ), which are designed to track pending cache requests, have significantly boosted performance. To exploit this structures, we deliberately…

密码学与安全 · 计算机科学 2023-06-06 Han Wang , Ming Tang , Ke Xu , Quancheng Wang

In this paper, we propose to exploit the limited cache packets as side information to cancel incoming interference at the receiver side. We consider a stochastic network where the random locations of base stations and users are modeled…

信息论 · 计算机科学 2016-11-15 Chenchen Yang , Yao Yao , Bin Xia , Kaibin Huang , Weiliang Xie , Yong Zhao

In this paper, we propose a concurrency control protocol, called the Prudent-Precedence Concurrency Control (PPCC) protocol, for high data contention database environments. PPCC is prudently more aggressive in permitting more serializable…

数据库 · 计算机科学 2016-11-18 Weidong Xiong , Feng Yu , Mohammed Hamdi , Wen-Chi Hou

Modern GPU applications, such as machine learning (ML), can only partially utilize GPUs, leading to GPU underutilization in cloud environments. Sharing GPUs across multiple applications from different tenants can improve resource…

分布式、并行与集群计算 · 计算机科学 2024-10-17 Manos Pavlidakis , Giorgos Vasiliadis , Stelios Mavridis , Anargyros Argyros , Antony Chazapis , Angelos Bilas

This paper presents a novel convolutional layer, called perturbed convolution (PConv), which focuses on achieving two goals simultaneously: improving the generative adversarial network (GAN) performance and alleviating the memorization…

计算机视觉与模式识别 · 计算机科学 2021-12-23 Seung Park , Yoon-Jae Yeo , Yong-Goo Shin

The deep learning revolution has been enabled in large part by GPUs, and more recently accelerators, which make it possible to carry out computationally demanding training and inference in acceptable times. As the size of machine learning…

密码学与安全 · 计算机科学 2022-03-31 Sankha Baran Dutta , Hoda Naghibijouybari , Arjun Gupta , Nael Abu-Ghazaleh , Andres Marquez , Kevin Barker

Coded caching utilizes pre-fetching during off-peak hours and multi-casting for delivery in order to balance the traffic load in communication networks. Several works have studied the achievable peak and average rates under different…

信息论 · 计算机科学 2022-01-27 Ciyuan Zhang , Su Wang , Vaneet Aggarwal , Borja Peleato

In order to satisfy timing constraints, modern real-time applications require massively parallel accelerators such as General Purpose Graphic Processing Units (GPGPUs). Generation after generation, the number of computing clusters made…

分布式、并行与集群计算 · 计算机科学 2021-05-24 Houssam-Eddine Zahaf , Ignacio Sanudo Olmedo , Jayati Singh , Nicola Capodieci , Sebastien Faucou
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