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In today's era of rapid technological advancement, artificial intelligence (AI) applications require large-scale, high-performance, and data-intensive computations, leading to significant energy demands. Addressing this challenge…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-08 Giulio Malenza , Francesco Targa , Adriano Marques Garcia , Marco Aldinucci , Robert Birke

We present a full-stack optimization framework for accelerating inference of CNNs (Convolutional Neural Networks) and validate the approach with field-programmable gate arrays (FPGA) implementations. By jointly optimizing CNN models,…

Machine Learning · Computer Science 2019-05-03 Bradley McDanel , Sai Qian Zhang , H. T. Kung , Xin Dong

The current challenges in technology scaling are pushing the semiconductor industry towards hardware specialization, creating a proliferation of heterogeneous systems-on-chip, delivering orders of magnitude performance and power benefits…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-28 Fares Elsabbagh , Blaise Tine , Priyadarshini Roshan , Ethan Lyons , Euna Kim , Da Eun Shim , Lingjun Zhu , Sung Kyu Lim , Hyesoon kim

Security in modern RISC-V processors demands more than functional correctness: It requires resilience to side-channel attacks. This paper evaluates the vulnerability of the side channel of the CVA6 RISC-V core by analyzing software-based…

Cryptography and Security · Computer Science 2025-12-29 Behnam Farnaghinejad , Antonio Porsia , Annachiara Ruospo , Alessandro Savino , Stefano Di Carlo , Ernesto Sanchez

To reduce the area of RISC-V Vector extension (RVV) in small processors, the authors are considering one simple modification: reduce the number of registers in the vector register file. The standard 'V' extension requires 32 vector…

Hardware Architecture · Computer Science 2024-10-14 Eino Jacobs , Dmitry Utyansky , Muhammad Hassan , Thomas Roecker

Flexible electronics offer unique advantages for conformable, lightweight, and disposable healthcare wearables. However, their limited gate count, large feature sizes, and high static power consumption make on-body machine learning…

Machine Learning · Computer Science 2025-11-11 Theofanis Vergos , Polykarpos Vergos , Mehdi B. Tahoori , Georgios Zervakis

RC4 can be made more secured if an additional RC4-like Post-KSA Random Shuffing (PKRS) process is introduced between KSA and PRGA. It can also be made significantly faster if RC4 bytes are processed in a FPGA embedded system using multiple…

Applications · Statistics 2016-09-21 Rourab Paul , Hemanta Dey , Amlan Chakrabarti , Ranjan Ghosh

Edge-AI computing requires high energy efficiency, low power consumption, and relatively high flexibility and compact area, challenging the AI-chip design. This work presents a 0.96 pJ/SOP heterogeneous neuromorphic system-on-chip (SoC)…

Hardware Architecture · Computer Science 2024-06-04 P. J. Zhou , Q. Yu , M. Chen , Y. C. Wang , L. W. Meng , Y. Zuo , N. Ning , Y. Liu , S. G. Hu , G. C. Qiao

A low-power precision-scalable processor for ConvNets or convolutional neural networks (CNN) is implemented in a 40nm technology. Its 256 parallel processing units achieve a peak 102GOPS running at 204MHz. To minimize energy consumption…

Hardware Architecture · Computer Science 2016-06-17 Bert Moons , Marian Verhelst

Considering the high-performance and low-power requirements of edge AI, this study designs a specialized instruction set processor for edge AI based on the RISC-V instruction set architecture, addressing practical issues in digital signal…

Hardware Architecture · Computer Science 2024-09-04 Xu-Hao Chen , Si-Peng Hu , Hong-Chao Liu , Bo-Ran Liu , Dan Tang , Di Zhao

In this paper, we present Ara, a 64-bit vector processor based on the version 0.5 draft of RISC-V's vector extension, implemented in GlobalFoundries 22FDX FD-SOI technology. Ara's microarchitecture is scalable, as it is composed of a set of…

Hardware Architecture · Computer Science 2022-07-20 Matheus Cavalcante , Fabian Schuiki , Florian Zaruba , Michael Schaffner , Luca Benini

Millimeter wave communications require multibeam beamforming in order to utilize wireless channels that suffer from obstructions, path loss, and multi-path effects. Digital multibeam beamforming has maximum degrees of freedom compared to…

Heterogeneous, multicore SoC architectures are a critical component of today's computing landscape. However, supporting both increasing heterogeneity and multicore execution are significant design challenges. Meanwhile, the growing RISC-V…

Hardware Architecture · Computer Science 2022-06-07 Joseph Zuckerman , Paolo Mantovani , Davide Giri , Luca P. Carloni

This paper reports the implementation and performance evaluation of the OpenSHMEM 1.3 specification for the Adapteva Epiphany architecture within the Parallella single-board computer. The Epiphany architecture exhibits massive many-core…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-18 James Ross , David Richie

Following a sequence of hardware designs for a fully homomorphic crypto-processor - a general purpose processor that natively runs encrypted machine code on encrypted data in registers and memory, resulting in encrypted machine states -…

Cryptography and Security · Computer Science 2018-09-06 Peter Breuer , Jonathan Bowen

Ookami is a computer technology testbed supported by the United States National Science Foundation. It provides researchers with access to the A64FX processor developed by Fujitsu in collaboration with RIK{\Xi}N for the Japanese path to…

Quantum computing imposes stringent requirements for the precise control of large-scale qubit systems, including, for example, microsecond-latency feedback and nanosecond-precision timing of gigahertz signals -- demands that far exceed the…

Hardware Architecture · Computer Science 2025-05-22 Junyi Liu , Yi Lee , Haowei Deng , Connor Clayton , Gengzhi Yang , Xiaodi Wu

The widespread diffusion of compute-intensive edge-AI workloads and the stringent demands of modern autonomous systems require advanced heterogeneous embedded architectures. Such architectures must support high-performance and reliable…

Hardware Architecture · Computer Science 2024-10-11 Enrico Zelioli , Alessandro Ottaviano , Robert Balas , Nils Wistoff , Angelo Garofalo , Luca Benini

RISC-V, an open instruction set architecture, is getting the attention of soft processor developers. Implementing only a basic 32-bit integer instruction set of RISC-V, which is defined as RV32I, might be satisfactory for embedded systems.…

Hardware Architecture · Computer Science 2020-11-02 Md Ashraful Islam , Hiromu Miyazaki , Kenji Kise

This paper presents a programmable in-memory-computing processor, demonstrated in a 65nm CMOS technology. For data-centric workloads, such as deep neural networks, data movement often dominates when implemented with today's computing…

Hardware Architecture · Computer Science 2020-09-17 Hongyang Jia , Yinqi Tang , Hossein Valavi , Jintao Zhang , Naveen Verma