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Traditional hardware platforms - ASICs and FPGAs - offer competing trade-offs among performance, flexibility, and sustainability. ASICs provide high efficiency but are inflexible post-fabrication, require costly re-spins for updates, and…

硬件体系结构 · 计算机科学 2025-08-07 Ishraq Tashdid , Dewan Saiham , Nafisa Anjum , Tasnuva Farheen , Sazadur Rahman

Modern field programmable gate array(FPGA) can be partially dynamically reconfigurable with heterogeneous resources distributed on the chip. And FPGA-based partially dynamically reconfigurable system(FPGA-PDRS) can be used to accelerate…

系统与控制 · 电气工程与系统科学 2022-12-13 Bo Ding , Jinglei Huang , Junpeng Wang , Qi Xu , Song Chen , Yi Kang

We study the problem of troubleshooting machine learning systems that rely on analytical pipelines of distinct components. Understanding and fixing errors that arise in such integrative systems is difficult as failures can occur at multiple…

机器学习 · 计算机科学 2016-11-28 Besmira Nushi , Ece Kamar , Eric Horvitz , Donald Kossmann

The analysis of complex nonlinear systems is often carried out using simpler piecewise linear representations of them. A principled and practical technique is proposed to linearize and evaluate arbitrary continuous nonlinear functions using…

最优化与控制 · 数学 2017-11-10 Guillermo Gallego , Daniel Berjón , Narciso García

This paper discusses a new method to solve definite integrals using artificial neural networks. The objective is to build a neural network that would be a novel alternative to pre-established numerical methods and with the help of a…

机器学习 · 计算机科学 2019-04-23 Satyasaran Changdar , Snehangshu Bhattacharjee

This paper describes a flexible logic BIST scheme that features high fault coverage achieved by fault-simulation guided test point insertion, real at-speed test capability for multi-clock designs without clock frequency manipulation, and…

硬件体系结构 · 计算机科学 2011-11-09 B. Cheon , E. Lee , L. -T. Wang , X. Wen , P. Hsu , J. Cho , J. Park , H. Chao , S. Wu

This paper presents LM-Fix, a lightweight detection and rapid recovery framework for faults in large language models (LLMs). Existing integrity approaches are often heavy or slow for modern LLMs. LM-Fix runs a short test-vector pass and…

软件工程 · 计算机科学 2026-02-25 Ahmad Tahmasivand , Noureldin Zahran , Saba Al-Sayouri , Mohammed Fouda , Khaled N. Khasawneh

It is well known that, under certain conditions, it is possible to split logic programs under stable model semantics, i.e. to divide such a program into a number of different "levels", such that the models of the entire program can be…

人工智能 · 计算机科学 2007-05-23 Joost Vennekens , David Gilis , Marc Denecker

Existing scrubbing techniques for SEU mitigation on FPGAs do not guarantee an error-free operation after SEU recovering if the affected configuration bits do belong to feedback loops of the implemented circuits. In this paper, we a) provide…

硬件体系结构 · 计算机科学 2017-07-27 Bernhard Schmidt , Daniel Ziener , Jürgen Teich , Christian Zöllner

Floorplanning problem has been extensively explored for homogeneous FPGAs. Most modern FPGAs consist of heterogeneous resources in the form of configurable logic blocks, DSP blocks, BRAMs and more. Very little work has been done for…

硬件体系结构 · 计算机科学 2020-11-25 Pingakshya Goswami , Dinesh Bhatia

We propose a novel method to calculate logical error rates in surface codes, assuming independent and identically distributed physical errors. We show how to use our method to analyze hypothetical quantum computers with various…

量子物理 · 物理学 2026-05-06 Shaked Regev , Daniel Dilley , Andrea Delgado , Ryan Bennink

Recent empirical studies show that the performance of GenProg is not satisfactory, particularly for Java. In this paper, we propose ARJA, a new GP based repair approach for automated repair of Java programs. To be specific, we present a…

软件工程 · 计算机科学 2017-12-22 Yuan Yuan , Wolfgang Banzhaf

The advance in machine learning (ML)-driven natural language process (NLP) points a promising direction for automatic bug fixing for software programs, as fixing a buggy program can be transformed to a translation task. While software…

软件工程 · 计算机科学 2021-07-20 Wenshuo Wang , Chen Wu , Liang Cheng , Yang Zhang

The configurable building blocks of current FPGAs -- Logic blocks (LBs), Digital Signal Processing (DSP) slices, and Block RAMs (BRAMs) -- make them efficient hardware accelerators for the rapid-changing world of Deep Learning (DL).…

硬件体系结构 · 计算机科学 2021-10-01 Aman Arora , Bagus Hanindhito , Lizy K. John

An algebraic technique adapted to the problems of the fundamental theoretical physics is presented. The exposition is an elaboration and an extension of the methods proposed in previous works by the aut

环与代数 · 数学 2018-03-14 Victor Zharinov

Validating FPGA firmware logic used in particle physics is becoming increasingly difficult as the implementation logic scales and becomes more complex with the expansion of FPGA resources. In order to address this issue efficiently, we have…

高能物理 - 实验 · 物理学 2025-04-09 Ryugo Mizuhiki , Junpei Maeda , Seiya Marumoto

With distributed computing and mobile applications, synchronizing diverging replicas of data structures is a more and more common problem. We use algebraic methods to reason about filesystem operations, and introduce a simplified definition…

分布式、并行与集群计算 · 计算机科学 2018-07-24 Elod Pal Csirmaz

An intensive use of reconfigurable hardware is expected in future embedded systems. This means that the system has to decide which tasks are more suitable for hardware execution. In order to make an efficient use of the FPGA it is…

硬件体系结构 · 计算机科学 2013-01-16 Marcos Sanchez-Elez , Sara Roman

This study explores the potential of Large Language Models (LLMs) in automating the repair of C programs. We present a framework that integrates spectrum-based fault localization (SBFL), runtime feedback, and Chain-of-Thought-structured…

软件工程 · 计算机科学 2025-09-04 Mahdi Farzandway , Fatemeh Ghassemi

Isogeometric Analysis (IgA) is a spline based approach to the numerical solution of partial differential equations. There are two major issues that IgA was designed to address. The first issue is the exact representation of domains stemming…

数值分析 · 数学 2024-05-16 Stefan Tyoler , Stefan Takacs