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Spiking Neural Networks (SNNs) offer high energy efficiency and event-driven computation, ideal for low-power edge AI. Their hardware implementation on FPGAs, however, faces challenges due to heavy computation, large memory use, and limited…

硬件体系结构 · 计算机科学 2026-03-20 Mohammad Javad Sekonji , Ali Mahani , Maryam Mirsadeghi , Mahdi Taheri

Memory corruption attacks remain the primary threat for computer security. Information flow tracking or taint analysis has been proven to be effective against most memory corruption attacks. However, there are two shortcomings with current…

密码学与安全 · 计算机科学 2015-03-13 Pankaj Kohli

Recently, speculative decoding (SD) has emerged as a promising technique to accelerate LLM inference by employing a small draft model to propose draft tokens in advance, and validating them in parallel with the large target model. However,…

分布式、并行与集群计算 · 计算机科学 2026-04-15 Yuhao Shen , Junyi Shen , Quan Kong , Tianyu Liu , Yao Lu , Cong Wang

One of the most exciting advancements in AI over the last decade is the wide adoption of ANNs, such as DNN and CNN, in many real-world applications. However, the underlying massive amounts of computation and storage requirement greatly…

神经与进化计算 · 计算机科学 2018-03-15 Tao Liu , Lei Jiang , Yier Jin , Gang Quan , Wujie Wen

Security of model parameters and user data is critical for Transformer-based services, such as ChatGPT. While recent strides in secure two-party protocols have successfully addressed security concerns in serving Transformer models, their…

密码学与安全 · 计算机科学 2024-05-09 Mu Yuan , Lan Zhang , Xiang-Yang Li

Blockchain technology facilitates the development of decentralized systems that ensure trust and transparency without the need for expensive centralized intermediaries. However, existing blockchain architectures particularly consortium…

网络与互联网体系结构 · 计算机科学 2025-11-04 Qi Xia , Hu Xia , Isaac Amankona Obiri , Adjei-Arthur Bonsu , Grace Mupoyi Ntuala , Ansu Badjie , Tienin Bole Wilfried , Jiaqin Liu , Lan Ma , Jianbin Gao , Feng Yao

Transient execution attacks utilize micro-architectural covert channels to leak secrets that should not have been accessible during logical program execution. Commonly used micro-architectural covert channels are those that leave lasting…

密码学与安全 · 计算机科学 2020-06-24 Jacob Fustos , Michael Bechtel , Heechul Yun

Whereas contemporary Error Correcting Codes (ECC) designs occupy a significant fraction of total die area in chip-multiprocessors (CMPs), approaches to deal with the vulnerability increase of CMP architecture against Single Event Upsets…

硬件体系结构 · 计算机科学 2016-07-29 Navid Khoshavi , Armin Samiei

Modern processors have suffered a deluge of threats exploiting branch instruction collisions inside the branch prediction unit (BPU), from eavesdropping on secret-related branch operations to triggering malicious speculative executions.…

密码学与安全 · 计算机科学 2022-04-22 Tao Zhang , Timothy Lesch , Kenneth Koltermann , Dmitry Evtyushkin

Complex, interconnected cyber-physical systems (CPS) are increasingly prevalent in domains such as power systems. Cyber-resilient architectures have been proposed to recover compromised cyber components of CPS. Recent works have studied…

系统与控制 · 电气工程与系统科学 2026-03-17 Eman Badr , Abdullah Al Maruf

Transient execution attacks, also called speculative execution attacks, have drawn much interest as they exploit the transient execution of instructions, e.g., during branch prediction, to leak data. Transient execution is fundamental to…

密码学与安全 · 计算机科学 2020-09-01 Wenjie Xiong , Jakub Szefer

Intel SGX is known to be vulnerable to a class of practical attacks exploiting memory access pattern side-channels, notably page-fault attacks and cache timing attacks. A promising hardening scheme is to wrap applications in hardware…

密码学与安全 · 计算机科学 2022-12-29 Yuzhe Tang , Kai Li , Yibo Wang , Jiaqi Chen , Cheng Xu

Modern microprocessors depend on speculative execution, creating vulnerabilities that enable transient execution attacks. Prior defenses target speculative data leakage but overlook false dependencies from partial address aliasing, where…

密码学与安全 · 计算机科学 2026-01-30 Gayathri Subramanian , Girinath P , Nitya Ranganathan , Kamakoti Veezhinathan , Gopalakrishnan Srinivasan

Modern high-performance servers commonly integrate Simultaneous Multithreading (SMT) processors, which efficiently boosts throughput over single-threaded cores. Optimizing performance in SMT processors faces challenges due to the…

分布式、并行与集群计算 · 计算机科学 2025-07-02 Marta Navarro , Josué Feliu , Salvador Petit , María E. Gómez , Julio Sahuquillo

Speculative execution is an optimization technique that has been part of CPUs for over a decade. It predicts the outcome and target of branch instructions to avoid stalling the execution pipeline. However, until recently, the security…

密码学与安全 · 计算机科学 2018-08-21 Giorgi Maisuradze , Christian Rossow

Spiking neural networks (SNNs) offer energy efficiency over artificial neural networks (ANNs) but suffer from high latency and computational overhead due to their multi-timestep operational nature. While various dynamic computation methods…

机器学习 · 计算机科学 2025-08-21 Donghwa Kang , Doohyun Kim , Sang-Ki Ko , Jinkyu Lee , Brent ByungHoon Kang , Hyeongboo Baek

Neuromorphic computing, which exploits Spiking Neural Networks (SNNs) on neuromorphic chips, is a promising energy-efficient alternative to traditional AI. CNN-based SNNs are the current mainstream of neuromorphic computing. By contrast, no…

神经与进化计算 · 计算机科学 2024-04-08 Man Yao , Jiakui Hu , Tianxiang Hu , Yifan Xu , Zhaokun Zhou , Yonghong Tian , Bo Xu , Guoqi Li

The Spectre vulnerability in modern processors has been widely reported. The key insight in this vulnerability is that speculative execution in processors can be misused to access the secrets. Subsequently, even though the speculatively…

密码学与安全 · 计算机科学 2019-11-13 Guanhua Wang , Sudipta Chattopadhyay , Ivan Gotovchits , Tulika Mitra , Abhik Roychoudhury

Writing concurrent programs for shared memory multiprocessor systems is a nightmare. This hinders users to exploit the full potential of multiprocessors. STM (Software Transactional Memory) is a promising concurrent programming paradigm…

分布式、并行与集群计算 · 计算机科学 2017-07-27 Ajay Singh , Sathya Peri , G Monika , Anila Kumari

Microarchitectural timing channels enable unwanted information flow across security boundaries, violating fundamental security assumptions. They leverage timing variations of several state-holding microarchitectural components and have been…

密码学与安全 · 计算机科学 2025-10-14 Nils Wistoff , Moritz Schneider , Frank K. Gürkaynak , Gernot Heiser , Luca Benini