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Ultra-low latency recurrent neural network inference on FPGAs for
  physics applications with hls4ml

Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml

1 July 2022
Elham E Khoda
D. Rankin
R. Teixeira de Lima
Philip C. Harris
Scott Hauck
Shih-Chieh Hsu
Michael Kagan
Vladimir Loncar
Chaitanya Paikara
R. Rao
S. Summers
C. Vernieri
Aaron Wang
    AI4CE
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Papers citing "Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml"

8 / 8 papers shown
Title
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning
Sanghwan Bae
Jiwoo Hong
Min Young Lee
Hanbyul Kim
Jeongyeon Nam
Donghyun Kwak
OffRL
LRM
58
4
0
04 Apr 2025
HPCNeuroNet: A Neuromorphic Approach Merging SNN Temporal Dynamics with
  Transformer Attention for FPGA-based Particle Physics
HPCNeuroNet: A Neuromorphic Approach Merging SNN Temporal Dynamics with Transformer Attention for FPGA-based Particle Physics
Murat Isik
Hiruna Vishwamith
Jonathan Naoukin
I. C. Dikmen
55
0
0
23 Dec 2024
Low Latency Transformer Inference on FPGAs for Physics Applications with
  hls4ml
Low Latency Transformer Inference on FPGAs for Physics Applications with hls4ml
Zhixing Jiang
Dennis Yin
Yihui Chen
Elham E Khoda
Scott Hauck
Shih-Chieh Hsu
E. Govorkova
Philip C. Harris
Vladimir Loncar
Eric A. Moreno
AI4CE
35
1
0
08 Sep 2024
rule4ml: An Open-Source Tool for Resource Utilization and Latency
  Estimation for ML Models on FPGA
rule4ml: An Open-Source Tool for Resource Utilization and Latency Estimation for ML Models on FPGA
M. M. Rahimifar
Hamza Ezzaoui Rahali
A. C. Therrien
31
0
0
09 Aug 2024
Ultra Fast Transformers on FPGAs for Particle Physics Experiments
Ultra Fast Transformers on FPGAs for Particle Physics Experiments
Zhixing Jiang
Dennis Yin
Elham E Khoda
Vladimir Loncar
E. Govorkova
Eric A. Moreno
Philip C. Harris
Scott Hauck
Shih-Chieh Hsu
22
4
0
01 Feb 2024
FPGA Resource-aware Structured Pruning for Real-Time Neural Networks
FPGA Resource-aware Structured Pruning for Real-Time Neural Networks
Benjamin Ramhorst
Vladimir Loncar
George A. Constantinides
33
4
0
09 Aug 2023
On-Sensor Data Filtering using Neuromorphic Computing for High Energy
  Physics Experiments
On-Sensor Data Filtering using Neuromorphic Computing for High Energy Physics Experiments
Shruti R. Kulkarni
Aaron R. Young
Prasanna Date
Narasinga Rao Miniskar
Jeffrey S. Vetter
...
C. Mills
M. Swartz
P. Maksimovic
Catherine D. Schuman
A. Bean
21
9
0
20 Jul 2023
Fast inference of deep neural networks in FPGAs for particle physics
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
88
389
0
16 Apr 2018
1