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The need for wireless communication has driven the communication systems to high performance. However, the main bottleneck that affects the communication capability is the Fast Fourier Transform (FFT), which is the core of most modulators.…

Signal Processing · Electrical Eng. & Systems 2018-08-09 Rozita Teymourzadeh , Yazan Samir , Masuri Othman , Mok Vee Hong

This project enables RISC-V microkernel support in IREE, an MLIR-based machine learning compiler and runtime. The approach begins by enabling the lowering of MLIR linalg dialect contraction ops to linalg.mmt4d op for the RISC-V64 target…

Hardware Architecture · Computer Science 2025-08-22 Adeel Ahmad , Ahmad Tameem Kamal , Nouman Amir , Bilal Zafar , Saad Bin Nasir

Rapid CMOS device size reduction resulted in billions of transistors on a chip have led to integration of many cores leading to many challenges such as increased power dissipation, thermal dissipation, occurrence of transient faults and…

Hardware Architecture · Computer Science 2023-04-12 Shashikiran Venkatesha , Ranjani Parthasarathi

FPGA-based heterogeneous architectures provide programmers with the ability to customize their hardware accelerators for flexible acceleration of many workloads. Nonetheless, such advantages come at the cost of sacrificing programmability.…

Hardware Architecture · Computer Science 2018-07-05 Jason Cong , Zhenman Fang , Yuchen Hao , Peng Wei , Cody Hao Yu , Chen Zhang , Peipei Zhou

There is a need for machine learning models to evolve in unsupervised circumstances. New classifications may be introduced, unexpected faults may occur, or the initial dataset may be small compared to the data-points presented to the system…

Machine Learning · Computer Science 2023-06-05 Samuel Prescott , Adrian Wheeldon , Rishad Shafik , Tousif Rahman , Alex Yakovlev , Ole-Christoffer Granmo

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

The increasing prominence of AI necessitates the deployment of inference platforms for efficient and effective management of AI pipelines and compute resources. As these pipelines grow in complexity, the demand for distributed serving rises…

Networking and Internet Architecture · Computer Science 2025-02-25 Mike Wong , Ulysses Butler , Emma Farkash , Praveen Tammana , Anirudh Sivaraman , Ravi Netravali

RISC-V GPUs present a promising path for supporting GPU applications. Traditionally, GPUs achieve high efficiency through the SPMD (Single Program Multiple Data) programming model. However, modern GPU programming increasingly relies on…

Hardware Architecture · Computer Science 2025-05-07 Huanzhi Pu , Rishabh Ravi , Shinnung Jeong , Udit Subramanya , Euijun Chung , Jisheng Zhao , Chihyo Ahn , Hyesoon Kim

For over a decade, processor design has focused on implementing sophisticated policies for various components of the out-of-order pipeline, including cache replacement and prefetching. The prevailing design philosophy has been to build…

Hardware Architecture · Computer Science 2026-05-08 Yanxin Zhang , Ian McDougall , Junnan Li , Shayne Wadle , Vikas Singh , Karthikeyan Sankaralingam

Artificial intelligence necessitates adaptable hardware accelerators for efficient high-throughput million operations. We present pipelined architecture with CORDIC block for linear MAC computations and nonlinear iterative Activation…

Endpoint devices for Internet-of-Things not only need to work under extremely tight power envelope of a few milliwatts, but also need to be flexible in their computing capabilities, from a few kOPS to GOPS. Near-threshold(NT) operation can…

Frequency control in power systems is implemented in a hierarchical structure traditionally known as primary frequency control (PFC), secondary frequency control (SFC) and tertiary control reserve (TCR) and, some jurisdictions, include time…

Systems and Control · Electrical Eng. & Systems 2026-03-18 Taulant Kerci , Angel Vaca , Andrew Groom , Julia Matevosyan , Federico Milano

Open-source RISC-V cores are increasingly adopted in high-end embedded domains such as automotive, where maximizing instructions per cycle (IPC) is becoming critical. Building on the industry-supported open-source CVA6 core and its…

The Sphynx project was an exploratory study to discover what might be done to improve the heavy replication of in- structions in independent instruction caches for a massively parallel machine where a single program is executing across all…

Hardware Architecture · Computer Science 2014-12-04 Dong-hyeon Park , Akhil Bagaria , Fabiha Hannan , Eric Storm , Josef Spjut

Packet classification is a vital and complicated task as the processing of packets should be done at a specified line speed. In order to classify a packet as belonging to a particular flow or set of flows, network nodes must perform a…

Networking and Internet Architecture · Computer Science 2014-04-08 Pallavi. V. S , Dr. Rukmani Devi. D

With the increasing scale of models, the need for efficient distributed training has become increasingly urgent. Recently, many synchronous pipeline parallelism approaches have been proposed to improve training throughput. However, these…

Machine Learning · Computer Science 2024-10-28 Houming Wu , Ling Chen , Wenjie Yu

Recent advancements in quantization and mixed-precision approaches offers substantial opportunities to improve the speed and energy efficiency of Neural Networks (NN). Research has shown that individual parameters with varying low…

Hardware Architecture · Computer Science 2024-08-14 Giorgos Armeniakos , Alexis Maras , Sotirios Xydis , Dimitrios Soudris

Continuing the scaling of quantum computers hinges on building classical control hardware pipelines that are scalable, extensible, and provide real time response. The instruction set architecture (ISA) of the control processor provides…

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 operate efficiently across a wide range of workloads with varying power requirements, a modern processor applies different current management mechanisms, which briefly throttle instruction execution while they adjust voltage and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-11 Jawad Haj-Yahya , Jeremie S. Kim , A. Giray Yaglikci , Ivan Puddu , Lois Orosa , Juan Gómez Luna , Mohammed Alser , Onur Mutlu
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