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The increasing demand for on-device intelligence in Edge AI and TinyML applications requires the efficient execution of modern Convolutional Neural Networks (CNNs). While lightweight architectures like MobileNetV2 employ Depthwise Separable…

Hardware Architecture · Computer Science 2025-11-27 Muhammed Yildirim , Ozcan Ozturk

Vortex, a newly proposed open-source GPGPU platform based on the RISC-V ISA, offers a valid alternative for GPGPU research over the broadly-used modeling platforms based on commercial GPUs. Similarly to the push originating from the RISC-V…

Hardware Architecture · Computer Science 2025-12-02 Giuseppe M. Sarda , Nimish Shah , Abubakr Nada , Debjyoti Bhattacharjee , Marian Verhelst

Design Conductor (DC) is an autonomous agent which applies the capabilities of frontier models to build semiconductors end-to-end -- that is, from concept to verified, tape-out ready GDSII (layout CAD file). In 12 hours and fully…

Hardware Architecture · Computer Science 2026-03-11 The Verkor Team , Ravi Krishna , Suresh Krishna , David Chin

This paper presents the implementation and evaluation of the H (hypervisor) extension for the RISC-V instruction set architecture (ISA) on top of the gem5 microarchitectural simulator. The RISC-V ISA, known for its simplicity and…

Hardware Architecture · Computer Science 2024-11-21 George-Marios Fragkoulis , Nikos Karystinos , George Papadimitriou , Dimitris Gizopoulos

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

Residue Number Systems (RNS) are parallel number systems that allow the computation on large numbers. They are used in high performance digital signal processing devices and cryptographic applications. However, the rigidity of instruction…

Hardware Architecture · Computer Science 2024-12-10 Laurent-Stéphane Didier , Jean-Marc Robert

The Advanced Encryption Standard (AES) is a widely adopted cryptographic algorithm essential for securing embedded systems and IoT platforms. However, existing AES hardware accelerators often face limitations in performance, energy…

Hardware Architecture · Computer Science 2025-05-20 Van Tinh Nguyen , Phuc Hung Pham , Vu Trung Duong Le , Hoai Luan Pham , Tuan Hai Vu , Thi Diem Tran

Today's microprocessors have grown significantly in complexity and functionality. Most of today's processors provide at least three levels of memory hierarchy, are heavily pipelined, and support some sort of cache coherency protocol. These…

Hardware Architecture · Computer Science 2020-09-02 Mitul S Nagar , Haresh A Suthar , Chintan Panchal

The pace of RISC-V adoption continues to grow rapidly, yet for the successes enjoyed in areas such as embedded computing, RISC-V is yet to gain ubiquity in High Performance Computing (HPC). The Sophon SG2044 is SOPHGO's next generation…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-20 Nick Brown

The emergence and rapid development of the open RISC-V instruction set architecture opens up new horizons on the way to efficient devices, ranging from existing low-power IoT boards to future high-performance servers. The effective use of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-04 Evgeny Kozinov , Evgeny Vasiliev , Andrey Gorshkov , Valentina Kustikova , Artem Maklaev , Valentin Volokitin , Iosif Meyerov

RISC-V is emerging as a viable platform for automotive-grade embedded computing, with recent ISO 26262 ASIL-D certifications demonstrating readiness for safety-critical deployment in autonomous driving systems. However, functional safety in…

Software Engineering · Computer Science 2026-04-21 Nick Andreasyan , Mikhail Struve , Alexey Popov , Maksim Nikolaev , Vadim Vashkelis

The recent exponential growth of Large Language Models (LLMs) has relied on GPU-based systems. However, CPUs are emerging as a flexible and lower-cost alternative, especially when targeting inference and reasoning workloads. RISC-V is…

Machine Learning · Computer Science 2025-03-25 Javier J. Poveda Rodrigo , Mohamed Amine Ahmdi , Alessio Burrello , Daniele Jahier Pagliari , Luca Benini

Whilst RISC-V has become popular in fields such as embedded computing, it is yet to find mainstream success in High Performance Computing (HPC). However, the 64-core RISC-V Sophon SG2042 is a potential game changer as it provides a…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-17 Nick Brown , Christopher Day

Radio Resource Management (RRM) in 5G mobile communication is a challenging problem for which Recurrent Neural Networks (RNN) have shown promising results. Accelerating the compute-intensive RNN inference is therefore of utmost importance.…

Signal Processing · Electrical Eng. & Systems 2020-04-07 Renzo Andri , Tomas Henriksson , Luca Benini

With power consumption becoming a critical processor design issue, specialized architectures for low power processing are becoming popular. Several studies have shown that neural networks can be used for signal processing and pattern…

Hardware Architecture · Computer Science 2016-06-16 Raqibul Hasan , Tarek M. Taha , Chris Yakopcic , David J. Mountain

While functional RISC-V implementations are readily available in academia, controlled empirical studies that extend a single baseline architecture along multiple design axes and quantify the resulting trade-offs at each step remain scarce.…

Hardware Architecture · Computer Science 2026-05-06 Hyunwoo Kang

As the need for more computing power grows, traditional methods are hitting limits. To boost performance, we're expanding Central Processing Unit (CPU) capabilities and using specialized hardware accelerators. For example, mobile devices…

Hardware Architecture · Computer Science 2026-05-21 Hassan Nassar , Rafik Youssef , Lars Bauer , Jörg Henkel

Multi-tenant computing platforms are typically comprised of several software and hardware components including platform firmware, host operating system kernel, virtualization monitor, and the actual tenant payloads that run on them…

Cryptography and Security · Computer Science 2023-04-14 Ravi Sahita , Atish Patra , Vedvyas Shanbhogue , Samuel Ortiz , Andrew Bresticker , Dylan Reid , Atul Khare , Rajnesh Kanwal

Microcode is an abstraction layer used by modern x86 processors that interprets user-visible CISC instructions to hardware-internal RISC instructions. The capability to update x86 microcode enables a vendor to modify CPU behavior in-field,…

Cryptography and Security · Computer Science 2020-07-08 Benjamin Kollenda , Philipp Koppe , Marc Fyrbiak , Christian Kison , Christof Paar , Thorsten Holz

Energy efficiency has become an increasingly important concern in computer architecture due to the end of Dennard scaling. Heterogeneity has been explored as a way to achieve better energy efficiency and heterogeneous microarchitecture…

Hardware Architecture · Computer Science 2018-11-21 Katie Lim , Jonathan Balkind , David Wentzlaff