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Many applications that benefit from data offload to cloud services operate on private data. A now-long line of work has shown that, even when data is offloaded in an encrypted form, an adversary can learn sensitive information by analyzing…

密码学与安全 · 计算机科学 2023-11-06 Midhul Vuppalapati , Kushal Babel , Anurag Khandelwal , Rachit Agarwal

Processing-in-memory (PIM) architectures have demonstrated great potential in accelerating numerous deep learning tasks. Particularly, resistive random-access memory (RRAM) devices provide a promising hardware substrate to build PIM…

硬件体系结构 · 计算机科学 2022-02-01 Weidong Cao , Yilong Zhao , Adith Boloor , Yinhe Han , Xuan Zhang , Li Jiang

A wide range of Internet of Things (IoT) applications require powerful, energy-efficient and flexible end-nodes to acquire data from multiple sources, process and distill the sensed data through near-sensor data analytics algorithms, and…

The IceCube experiment has substantial simulation needs and is in continuous search for the most cost-effective ways to satisfy them. The most CPU-intensive part relies on CORSIKA, a cosmic ray air shower simulation. Historically, IceCube…

性能 · 计算机科学 2023-08-08 Igor Sfiligoi , David Schultz , Benedikt Riedel , Frank Würthwein

Cyber attacks and malware are now more prevalent than ever and the trend is ever upward. There have been several approaches to attack detection including resident software applications at the root or user level, e.g., virus detection, and…

密码学与安全 · 计算机科学 2018-07-31 James Christopher Foreman

In recent years, data-intensive applications have been increasingly deployed on cloud systems. Such applications utilize significant compute, memory, and I/O resources to process large volumes of data. Optimizing the performance and…

分布式、并行与集群计算 · 计算机科学 2023-11-15 Qing Wang , Snigdhaswin Kar , Prabodh Mishra , Caleb Linduff , Ryan Izard , Khayam Anjam , Geddings Barrineau , Junaid Zulfiqar , Kuang-Ching Wang

Advanced Persistent Threat (APT) attackers apply multiple sophisticated methods to continuously and stealthily steal information from the targeted cloud storage systems and can even induce the storage system to apply a specific defense…

密码学与安全 · 计算机科学 2018-01-22 Minghui Min , Liang Xiao , Caixia Xie , Mohammad Hajimirsadeghi , Narayan B. Mandayam

Spin-Transfer Torque RAM (STTRAM) is promising for cache applications. However, it brings new data security issues that were absent in volatile memory counterparts such as Static RAM (SRAM) and embedded Dynamic RAM (eDRAM). This is…

密码学与安全 · 计算机科学 2016-03-22 Nitin Rathi , Asmit De , Helia Naeimi , Swaroop Ghosh

Cloud computing offers users scalable platforms and low resource cost. At the same time, the off-site location of the resources of this service model makes it more vulnerable to certain types of adversarial actions. Cloud computing has not…

密码学与安全 · 计算机科学 2020-06-16 Moitrayee Chatterjee , Prerit Datta , Faranak Abri , Akbar Siami Namin , Keith S. Jones

Inexpensive cloud services, such as serverless computing, are often vulnerable to straggling nodes that increase end-to-end latency for distributed computation. We propose and implement simple yet principled approaches for straggler…

分布式、并行与集群计算 · 计算机科学 2020-01-22 Vipul Gupta , Dominic Carrano , Yaoqing Yang , Vaishaal Shankar , Thomas Courtade , Kannan Ramchandran

Dynamic partial reconfiguration enables multi-tenancy in cloud-based FPGAs, which presents security challenges for tenants, IPs, and data. Malicious users can exploit FPGAs for remote side-channel attacks (SCAs), and shared on-chip…

密码学与安全 · 计算机科学 2023-03-14 Mahya Morid Ahmadi , Faiq Khalid , Radha Vaidya , Florian Kriebel , Andreas Steininger , Muhammad Shafique

Microcontroller-based IoT devices often use embedded real-time operating systems (RTOSs). Vulnerabilities in these embedded RTOSs can lead to compromises of those IoT devices. Despite the significance of security protections, the absence of…

密码学与安全 · 计算机科学 2025-04-29 Xinhui Shao , Zhen Ling , Yue Zhang , Huaiyu Yan , Yumeng Wei , Lan Luo , Zixia Liu , Junzhou Luo , Xinwen Fu

Intel Software Guard Extensions (SGX) is a promising hardware-based technology for protecting sensitive computations from potentially compromised system software. However, recent research has shown that SGX is vulnerable to branch-shadowing…

密码学与安全 · 计算机科学 2018-10-04 Shohreh Hosseinzadeh , Hans Liljestrand , Ville Leppänen , Andrew Paverd

Analog compute-in-memory (CIM) in static random-access memory (SRAM) is promising for accelerating deep learning inference by circumventing the memory wall and exploiting ultra-efficient analog low-precision arithmetic. Latest analog CIM…

硬件体系结构 · 计算机科学 2024-07-19 Zhiyu Chen , Ziyuan Wen , Weier Wan , Akhil Reddy Pakala , Yiwei Zou , Wei-Chen Wei , Zengyi Li , Yubei Chen , Kaiyuan Yang

In recent years, many efforts have demonstrated that modern machine learning algorithms are vulnerable to adversarial attacks, where small, but carefully crafted, perturbations on the input can make them fail. While these attack methods are…

密码学与安全 · 计算机科学 2019-06-25 Yuan Gong , Boyang Li , Christian Poellabauer , Yiyu Shi

Clustering algorithms play a fundamental role as tools in decision-making and sensible automation processes. Due to the widespread use of these applications, a robustness analysis of this family of algorithms against adversarial noise has…

机器学习 · 计算机科学 2021-11-11 Antonio Emanuele Cinà , Alessandro Torcinovich , Marcello Pelillo

In this paper, we analyze the performance and energy consumption of an Arm-based high-performance computing (HPC) system developed within the European project Mont-Blanc 3. This system, called Dibona, has been integrated by ATOS/Bull, and…

Serverless computing is an emerging cloud paradigm with serverless functions at its core. While serverless environments enable software developers to focus on developing applications without the need to actively manage the underlying…

密码学与安全 · 计算机科学 2024-08-06 Danielle Lavi , Oleg Brodt , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Cloud platforms are widely adopted by many systems, such as time series processing systems, to store and process massive amounts of sensitive time series data. Unfortunately, several incidents have shown that cloud platforms are vulnerable…

密码学与安全 · 计算机科学 2023-06-30 K. Bagher , S. Cui , X. Yuan , C. Rudolph , X. Yi

In recent decades, due to the emerging requirements of computation acceleration, cloud FPGAs have become popular in public clouds. Major cloud service providers, e.g. AWS and Microsoft Azure have provided FPGA computing resources in their…

密码学与安全 · 计算机科学 2024-02-01 Chongzhou Fang , Ning Miao , Han Wang , Jiacheng Zhou , Tyler Sheaves , John M. Emmert , Avesta Sasan , Houman Homayoun