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In this paper, we propose a novel accuracy-reconfigurable stochastic computing (ARSC) framework for dynamic reliability and power management. Different than the existing stochastic computing works, where the accuracy versus power/energy…

硬件体系结构 · 计算机科学 2020-04-29 Shuyuan Yu , Han Zhou , Shaoyi Peng , Hussam Amrouch , Joerg Henkel , Sheldon X. -D. Tan

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…

分布式、并行与集群计算 · 计算机科学 2026-05-25 Ruimin Shi , Maya Gokhale , Pei-Hung Lin , Xavier Teruel , Ivy Peng

Ensuring predictability in modern real-time Systems-on-Chip (SoCs) is an increasingly critical concern for many application domains such as automotive, robotics, and industrial automation. An effective approach involves the modeling and…

硬件体系结构 · 计算机科学 2024-08-20 Luca Valente , Francesco Restuccia , Davide Rossi , Ryan Kastner , Luca Benini

In today's era of rapid technological advancement, artificial intelligence (AI) applications require large-scale, high-performance, and data-intensive computations, leading to significant energy demands. Addressing this challenge…

分布式、并行与集群计算 · 计算机科学 2025-04-08 Giulio Malenza , Francesco Targa , Adriano Marques Garcia , Marco Aldinucci , Robert Birke

We present the VASPKIT, a command-line program that aims at providing a powerful and user-friendly interface to perform high-throughput analysis of a variety of material properties from the raw data produced by the VASP code. It consists of…

材料科学 · 物理学 2021-06-03 Vei Wang , Nan Xu , Jin Cheng Liu , Gang Tang , Wen-Tong Geng

Flexible electronics offer unique advantages for conformable, lightweight, and disposable healthcare wearables. However, their limited gate count, large feature sizes, and high static power consumption make on-body machine learning…

机器学习 · 计算机科学 2025-11-11 Theofanis Vergos , Polykarpos Vergos , Mehdi B. Tahoori , Georgios Zervakis

Combining conversational AI with refreshable tactile displays (RTDs) offers significant potential for creating accessible data visualization for people who are blind or have low vision (BLV). To support researchers and developers building…

人机交互 · 计算机科学 2026-02-18 Samuel Reinders , Munazza Zaib , Matthew Butler , Bongshin Lee , Ingrid Zukerman , Lizhen Qu , Kim Marriott

Continuous variable (CV) quantum computation offers an alternative to qubit-based computing by exploiting the infinite-dimensional Hilbert space of bosonic modes. Despite recent progress, superconducting platforms have yet to demonstrate a…

Motivation. Association studies have been widely used to search for associations between common genetic variants observations and a given phenotype. However, it is now generally accepted that genes and environment must be examined jointly…

The Portable Extensible Toolkit for Scientific Computation (PETSc) library provides scalable solvers for nonlinear time-dependent differential and algebraic equations and for numerical optimization via the Toolkit for Advanced Optimization…

Chip industry continues advancing and expanding modern computing systems, resulting in more complex multi-core processors. Conversely, academic projects face scalability challenges due to limited resources, highlighting the need for…

With the escalating complexity and volume of genomic data, the capacity of biology institutions' HPC faces limitations. While the Cloud presents a viable solution for short-term elasticity, its intricacies pose challenges for bioinformatics…

The widespread adoption of data-centric algorithms, particularly Artificial Intelligence (AI) and Machine Learning (ML), has exposed the limitations of centralized processing infrastructures, driving a shift towards edge computing. This…

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…

硬件体系结构 · 计算机科学 2025-05-07 Huanzhi Pu , Rishabh Ravi , Shinnung Jeong , Udit Subramanya , Euijun Chung , Jisheng Zhao , Chihyo Ahn , Hyesoon Kim

RISC-V is a RISC based open and loyalty free instruction set architecture which has been developed since 2010, and can be used for cost-effective soft processors on FPGAs. The basic 32-bit integer instruction set in RISC-V is defined as…

硬件体系结构 · 计算机科学 2020-12-30 Hiromu Miyazaki , Takuto Kanamori , Md Ashraful Islam , Kenji Kise

Processors using the open RISC-V ISA are finding increasing adoption in the embedded world. Many embedded use cases have real-time constraints and require flexible, predictable, and fast reactive handling of incoming events. However, RISC-…

硬件体系结构 · 计算机科学 2023-11-15 Robert Balas , Alessandro Ottaviano , Luca Benini

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…

分布式、并行与集群计算 · 计算机科学 2025-07-25 Dmitri Lyalikov

ARM SVE and RISC-V RVV are emerging vector architectures in high-end processors that support vectorization of flexible vector length. In this work, we leverage an important workload for quantum computing, quantum state-vector simulations,…

分布式、并行与集群计算 · 计算机科学 2026-03-16 Ruimin Shi , Gabin Schieffer , Pei-Hung Lin , Maya Gokhale , Andreas Herten , Ivy Peng

Applications integrating analysis components require a programmable interface which defines statistical operations independently of any programming language. By separating concerns of scientific computing from application and implementation…

统计计算 · 统计学 2014-06-19 Jeroen Ooms

Now we live in an era of big data, and big data applications are becoming more and more pervasive. How to benchmark data center computer systems running big data applications (in short big data systems) is a hot topic. In this paper, we…

性能 · 计算机科学 2013-07-31 Zhen Jia , Runlin Zhou , Chunge Zhu , Lei Wang , Wanling Gao , Yingjie Shi , Jianfeng Zhan , Lixin Zhang