Architectural Implications of Neural Network Inference for High
Data-Rate, Low-Latency Scientific Applications

Architectural Implications of Neural Network Inference for High Data-Rate, Low-Latency Scientific Applications

13 March 2024

Alexander Redding

Javier Mauricio Duarte

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Papers citing "Architectural Implications of Neural Network Inference for High Data-Rate, Low-Latency Scientific Applications"

8 / 8 papers shown

Title
Low latency optical-based mode tracking with machine learning deployed on FPGAs on a tokamak Yumou Wei Ryan F. Forelli Chris Hansen Jeffrey P. Levesque Nhan Tran Joshua C. Agar G. D. Guglielmo M. Mauel G. Navratil 52 4 0 30 Nov 2023
FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning Javier Mauricio Duarte Nhan Tran B. Hawks C. Herwig J. Muhizi Shvetank Prakash Vijay Janapa Reddi 96 11 0 16 Jul 2022
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H. Borras G. D. Guglielmo Javier Mauricio Duarte Nicolò Ghielmetti B. Hawks ... Nhan Tran Yaman Umuroglu Olivia Weng Aidan Yokuda Michaela Blott VLM MQ 69 14 0 23 Jun 2022
A reconfigurable neural network ASIC for detector front-end data compression at the HL-LHC G. D. Guglielmo F. Fahim C. Herwig M. Valentín Javier Mauricio Duarte ... D. Noonan Seda Ogrenci-Memik M. Pierini S. Summers N. Tran 58 52 0 04 May 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 823 42,332 0 28 May 2020
LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications Yaman Umuroglu Yash Akhauri Nicholas J. Fraser Michaela Blott MQ 56 89 0 06 Apr 2020
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 143 395 0 16 Apr 2018
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference Yaman Umuroglu Nicholas J. Fraser Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 101 993 0 01 Dec 2016