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Gaussian processes are widely used in machine learning domains but remain computationally demanding, limiting their efficient scalability across emerging hardware platforms. The GPRat library addresses these challenges using the HPX…

分布式、并行与集群计算 · 计算机科学 2026-05-29 Alexander Strack , Patrick Diehl , Dirk Pflüger

Feasibility of the promising large intelligent surface (LIS) concept, as well as its scalability, relies on the use of low-cost hardware components, raising concerns about the effects of hardware distortion. We analyze LIS systems with…

信号处理 · 电气工程与系统科学 2025-11-04 Ashkan Sheikhi , Juan Vidal Alegría , Ove Edfors

The growing computational demands of machine learning (ML) workloads have driven the design of ML accelerators aiming at an optimal tradeoff between efficiency and flexibility. A widely explored architecture for flexible ML accelerators is…

硬件体系结构 · 计算机科学 2025-06-13 Luca Colagrande , Lorenzo Leone , Maximilian Coco , Andrei Deaconeasa , Luca Benini

Extremely large-scale antenna arrays enhance spectral efficiency and spatial resolution in integrated sensing and communication (ISAC) networks while expanding the Rayleigh distance, triggering a shift from conventional far-field plane…

信息论 · 计算机科学 2025-02-18 Jiasi Zhou , Cong Zhou , Yanjing Sun , Chintha Tellambura

While interest in the open RISC-V instruction set architecture is growing, tools to assess the security of concrete processor implementations are lacking. There are dedicated tools and benchmarks for common microarchitectural side-channel…

密码学与安全 · 计算机科学 2025-10-13 Cédrick Austa , Jan Tobias Mühlberg , Jean-Michel Dricot

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…

硬件体系结构 · 计算机科学 2022-07-20 Matheus Cavalcante , Fabian Schuiki , Florian Zaruba , Michael Schaffner , Luca Benini

Application of the radial velocity (RV) technique in the near infrared is valuable because of the diminished impact of stellar activity at longer wavelengths, making it particularly advantageous for the study of late-type stars but also for…

In-memory computing (IMC) utilizing synaptic crossbar arrays is promising for energy-efficient deep neural network (DNN) accelerators. Various technologies (CMOS and post-CMOS) have been explored as synaptic device candidates, each with its…

新兴技术 · 计算机科学 2024-08-15 Chunguang Wang , Jeffry Victor , Sumeet K. Gupta

Modern LLM serving now spans multi-stage pipelines including RAG retrieval and KV cache reuse, each with distinct compute, memory, and latency demands. Inference engines expose a large configuration space with no systematic navigation…

Register Transfer Level (RTL) simulation is widely used in design space exploration, verification, debugging, and preliminary performance evaluation for hardware design. Among various RTL simulation approaches, software simulation is the…

硬件体系结构 · 计算机科学 2025-08-05 Lu Chen , Dingyi Zhao , Zihao Yu , Ninghui Sun , Yungang Bao

The slowdown of Moore's law and the power wall necessitates a shift towards finely tunable precision (a.k.a. transprecision) computing to reduce energy footprint. Hence, we need circuits capable of performing floating-point operations on a…

硬件体系结构 · 计算机科学 2020-07-06 Stefan Mach , Fabian Schuiki , Florian Zaruba , Luca Benini

Sparse-dense linear algebra is crucial in many domains, but challenging to handle efficiently on CPUs, GPUs, and accelerators alike; multiplications with sparse formats like CSR and CSF require indirect memory lookups. In this work, we…

硬件体系结构 · 计算机科学 2020-12-15 Paul Scheffler , Florian Zaruba , Fabian Schuiki , Torsten Hoefler , Luca Benini

To fully unlock the benefits of multiple-input multiple-output (MIMO) networks, downlink channel state information (CSI) is required at the base station (BS). In frequency division duplex (FDD) systems, the CSI is acquired through a…

信息论 · 计算机科学 2023-05-23 Matteo Nerini , Valentina Rizzello , Michael Joham , Wolfgang Utschick , Bruno Clerckx

Background: Intravoxel Incoherent Motion (IVIM) model characterizes both water diffusion and perfusion in tissues, providing quantitative biomarkers valuable for tumor tissue characterization. However, parameter estimation based on this…

医学物理 · 物理学 2025-08-05 Yan Dai , Xun Jia , Yen-peng Liao , Jie Deng

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…

硬件体系结构 · 计算机科学 2025-12-16 Evgenii Rezunov , Niko Zurstraßen , Lennart M. Reimann , Rainer Leupers

Vector processing is highly effective in boosting processor performance and efficiency for data-parallel workloads. In this paper, we present Ara2, the first fully open-source vector processor to support the RISC-V V 1.0 frozen ISA. We…

硬件体系结构 · 计算机科学 2024-06-18 Matteo Perotti , Matheus Cavalcante , Renzo Andri , Lukas Cavigelli , Luca Benini

While general-purpose computing follows Von Neumann's architecture, the data movement between memory and processor elements dictates the processor's performance. The evolving compute-in-memory (CiM) paradigm tackles this issue by…

硬件体系结构 · 计算机科学 2024-11-15 Dhandeep Challagundla , Ignatius Bezzam , Riadul Islam

With the growing demands of consumer electronic products, the computational requirements are increasing exponentially. Due to the applications' computational needs, the computer architects are trying to pack as many cores as possible on a…

硬件体系结构 · 计算机科学 2021-01-15 Farhad Merchant , Dominik Sisejkovic , Lennart M. Reimann , Kirthihan Yasotharan , Thomas Grass , Rainer Leupers

We present and evaluate the ExaNeSt Prototype, a liquid-cooled rack prototype consisting of 256 Xilinx ZU9EG MPSoCs, 4 TBytes of DRAM, 16 TBytes of SSD, and configurable interconnection 10-Gbps hardware. We developed this testbed in…

Crossbar memory arrays have been touted as the workhorse of in-memory computing (IMC)-based acceleration of Deep Neural Networks (DNNs), but the associated hardware non-idealities limit their efficacy. To address this, cross-layer design…

新兴技术 · 计算机科学 2026-04-07 Jeffry Victor , Chunguang Wang , Sumeet K. Gupta
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