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This paper presents a comprehensive analysis of the RISC-V instruction set architecture, focusing on its modular design, implementation challenges, and performance characteristics. We examine the RV32I base instruction set with extensions…

Hardware Architecture · Computer Science 2025-06-10 Priyanshu Yadav

Instruction combiner (IC) is a critical compiler optimization pass, which replaces a sequence of instructions with an equivalent and optimized instruction sequence at basic block level. There can be thousands of instruction-combining…

Machine Learning · Computer Science 2022-02-28 Sandya Mannarswamy , Dibyendu Das

An Application-Specific Instruction Set Processor(ASIP) is a specialized microprocessor that provides a trade-off between the programmability of a General Purpose Processor (GPP) and the performance and energy-efficiency of dedicated…

Hardware Architecture · Computer Science 2025-12-16 Evgenii Rezunov , Niko Zurstraßen , Lennart M. Reimann , Rainer Leupers

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

Integrating cryptographic accelerators into modern CPU architectures presents unique microarchitectural challenges, particularly when extending instruction sets with complex and multistage operations. Hardware-assisted cryptographic…

Hardware Architecture · Computer Science 2025-08-29 Alperen Bolat , Sakir Sezer , Kieran McLaughlin , Henry Hui

For years, the open-source RISC-V instruction set has been driving innovation in processor design, spanning from high-end cores to low-cost or low-power cores. After a decade of evolution, RISC architectures are now as mature as the CISC…

Hardware Architecture · Computer Science 2024-06-24 Juliette Pottier , Thomas Nieddu , Bertrand Le Gal , Sébastien Pillement , Maria Méndez Real

High-performance micro-kernels must fully exploit today's diverse and specialized hardware to deliver peak performance to DNNs. While higher-level optimizations for DNNs are offered by numerous compilers (e.g., MLIR, TVM, OpenXLA),…

Leveraging vectorisation, the ability for a CPU to apply operations to multiple elements of data concurrently, is critical for high performance workloads. However, at the time of writing, commercially available physical RISC-V hardware that…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-21 Joseph K. L. Lee , Maurice Jamieson , Nick Brown

The RISC-V Vector Extension~(RVV) is a cornerstone for supporting compute throughout in scientific and machine learning workloads. Yet compiler support and performance monitoring on real RVV~1.0 hardware are still evolving. In this work, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-25 Ruimin Shi , Maya Gokhale , Pei-Hung Lin , Xavier Teruel , Ivy Peng

Fast machine code generation is especially important for fast start-up just-in-time compilation, where the compilation time is part of the end-to-end latency. However, widely used compiler frameworks like LLVM do not prioritize fast…

Programming Languages · Computer Science 2025-05-29 Tobias Schwarz , Tobias Kamm , Alexis Engelke

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

Processor design and verification require a synergistic approach that combines instruction-level functional simulations with precise hardware emulations. The trade-off between speed and accuracy in the instruction set simulation poses a…

Hardware Architecture · Computer Science 2025-04-08 Kun Qin , Xiaorang Guo , Martin Schulz , Carsten Trinitis

RISC-V CPUs leverage the RVV (RISC-V Vector) extension to accelerate data-parallel workloads. In addition to arithmetic operations, RVV includes powerful permutation instructions that enable flexible element rearrangement within vector…

Hardware Architecture · Computer Science 2025-06-02 Vasileios Titopoulos , George Alexakis , Chrysostomos Nicopoulos , Giorgos Dimitrakopoulos

Address translation and protection play important roles in today's processors, supporting multiprocessing and enforcing security. Historically, the design of the address translation mechanisms has been closely tied to the instruction set.…

Hardware Architecture · Computer Science 2019-05-17 Xuan Guo , Robert Mullins

Instruction-following made modern large language models (LLMs) helpful assistants. However, the key to taming LLMs on complex instructions remains mysterious, for that there are huge gaps between models trained by open-source community and…

Computation and Language · Computer Science 2025-09-30 Kaikai An , Li Sheng , Ganqu Cui , Shuzheng Si , Ning Ding , Yu Cheng , Baobao Chang

RISC-V is an extendable Instruction Set Architecture, growing in popularity for embedded systems. However, optimizing it to specific requirements, imposes a great deal of manual effort. To bridge the gap between software and ISA, the tool…

Hardware Architecture · Computer Science 2025-08-12 Andreas Hager-Clukas , Philipp van Kempen , Stefan Wallentowitz

One of the biggest concerns in IoT is privacy and security. Encryption and authentication need big power budgets, which battery-operated IoT end-nodes do not have. Hardware accelerators designed for specific cryptographic operations provide…

Hardware Architecture · Computer Science 2020-10-01 Ömer Faruk Irmak , Arda Yurdakul

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

Weak memory models allow for simplified hardware and increased performance in the memory hierarchy at the cost of increased software complexity. In weak memory models, explicit synchronization is needed to enforce ordering between different…

Hardware Architecture · Computer Science 2023-09-06 Bryce Arden , Zachary Susskind , Brendan Sweeney

Structured sparsity has been proposed as an efficient way to prune the complexity of Machine Learning (ML) applications and to simplify the handling of sparse data in hardware. Accelerating ML models, whether for training, or inference,…

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