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By exploiting the modular RISC-V ISA this paper presents the customization of instruction set with posit\textsuperscript{\texttrademark} arithmetic instructions to provide improved numerical accuracy, well-defined behavior and increased…

Hardware Architecture · Computer Science 2024-04-09 Federico Rossi , Francesco Urbani , Marco Cococcioni , Emanuele Ruffaldi , Sergio Saponara

The emergence of heterogeneity and domain-specific architectures targeting deep learning inference show great potential for enabling the deployment of modern CNNs on resource-constrained embedded platforms. A significant development is the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-25 Dmitri Lyalikov

While most instruction set architectures (ISAs) are only available to use through the purchase of a restrictive commercial license, the RISC-V ISA presents a free and open-source alternative. Due to this availability, many free and…

Hardware Architecture · Computer Science 2025-09-26 Ian McDougall , Harish Batchu , Michael Davies , Karthikeyan Sankaralingam

Owing to the failure of Dennard's scaling the last decade has seen a steep growth of prominent new paradigms leveraging opportunities in computer architecture. Two technologies of interest are Posit and RISC-V. Posit was introduced in…

Hardware Architecture · Computer Science 2019-08-06 Sugandha Tiwari , Neel Gala , Chester Rebeiro , V. Kamakoti

Data movement is a key bottleneck in terms of both performance and energy efficiency in modern HPC systems. The NEC SX-series supercomputers have a long history of accelerating memory-intensive HPC applications by providing sufficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-15 Keichi Takahashi , Soya Fujimoto , Satoru Nagase , Yoko Isobe , Yoichi Shimomura , Ryusuke Egawa , Hiroyuki Takizawa

In this work, we present the design and evaluation of a Processor Tracing System compliant with the RISC-V Efficient Trace specification for Instruction Branch Tracing. We integrate our system into the host domain of a state-of-the-art edge…

Hardware Architecture · Computer Science 2025-04-04 Umberto Laghi , Simone Manoni , Emanuele Parisi , Andrea Bartolini

In the last decade, we have witnessed exponential growth in the complexity of control systems for safety-critical applications (automotive, robots, industrial automation) and their transition to heterogeneous mixed-criticality systems…

Hardware Architecture · Computer Science 2024-06-12 Michael Rogenmoser , Alessandro Ottaviano , Thomas Benz , Robert Balas , Matteo Perotti , Angelo Garofalo , Luca Benini

The new open and royalty-free RISC-V ISA is attracting interest across the whole computing continuum, from microcontrollers to supercomputers. High-performance RISC-V processors and accelerators have been announced, but RISC-V-based HPC…

RISC-V provides a flexible and scalable platform for applications ranging from embedded devices to high-performance computing clusters. Particularly, its RISC-V Vector Extension (RVV) becomes of interest for the acceleration of AI…

Machine Learning · Computer Science 2025-08-20 Federico Nicolas Peccia , Frederik Haxel , Oliver Bringmann

Rapid advancements in RISC-V hardware development shift the focus from low-level optimizations to higher-level parallelization. Recent RISC-V processors, such as the SOPHON SG2042, have 64 cores. RISC-V processors with core counts…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-11 Alexander Strack , Christopher Taylor , Dirk Pflüger

While Transformers are dominated by Floating-Point (FP) Matrix-Multiplications, their aggressive acceleration through dedicated hardware or many-core programmable systems has shifted the performance bottleneck to non-linear functions like…

Hardware Architecture · Computer Science 2025-04-16 Run Wang , Gamze Islamoglu , Andrea Belano , Viviane Potocnik , Francesco Conti , Angelo Garofalo , Luca Benini

Simulators are crucial during the development of a chip, like the RISC-V accelerator designed in the European Processor Initiative project. In this paper, we showcase the limitations of the current simulation solutions in the project and…

Performance · Computer Science 2024-09-23 Pablo Vizcaino , Filippo Mantovani , Jesus Labarta , Roger Ferrer

Vector architectures lack tools for research. Consider the gem5 simulator, which is possibly the leading platform for computer-system architecture research. Unfortunately, gem5 does not have an available distribution that includes a…

Wireless baseband processing (WBP) serves as an ideal scenario for utilizing vector processing, which excels in managing data-parallel operations due to its parallel structure. However, conventional vector architectures face certain…

Hardware Architecture · Computer Science 2025-09-09 Limin Jiang , Yi Shi , Yihao Shen , Shan Cao , Zhiyuan Jiang , Sheng Zhou

IoT applications are one of the driving forces in making systems energy and power-efficient, given their resource constraints. However, because of security, latency, and transmission, we advocate for local computing through multi-processor…

Hardware Architecture · Computer Science 2024-06-27 Anderson I. Silva , Altamiro Susin , Fernanda L. Kastensmidt , Antonio Carlos S. Beck , Jose Rodrigo Azambuja

This paper presents a novel, non-standard set of vector instruction types for exploring custom SIMD instructions in a softcore. The new types allow simultaneous access to a relatively high number of operands, reducing the instruction count…

Hardware Architecture · Computer Science 2021-06-15 Philippos Papaphilippou , Paul H. J. Kelly , Wayne Luk

The Internet of Things (IoT) is an ongoing technological revolution. Embedded processors are the processing engines of smart IoT devices. For decades, these processors were mainly based on the Arm instruction set architecture (ISA). In…

Cryptography and Security · Computer Science 2021-07-12 Tao Lu

This article reviews recent progress in the development of the computing framework vector symbolic architectures (VSA) (also known as hyperdimensional computing). This framework is well suited for implementation in stochastic, emerging…

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

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