Model-Architecture Co-Design for High Performance Temporal GNN Inference
on FPGA

Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA

10 March 2022

Viktor Prasanna

Papers citing "Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA"

13 / 13 papers shown

Title
ApproXAI: Energy-Efficient Hardware Acceleration of Explainable AI using Approximate Computing Ayesha Siddique Khurram Khalil K. A. Hoque 26 0 0 24 Apr 2025
HGNAS: Hardware-Aware Graph Neural Architecture Search for Edge Devices Ao Zhou Jianlei Yang Yingjie Qi Tong Qiao Yumeng Shi Cenlin Duan Weisheng Zhao Chunming Hu GNN 31 1 0 23 Aug 2024
Embedded Graph Convolutional Networks for Real-Time Event Data Processing on SoC FPGAs K. Jeziorek Piotr Wzorek Krzysztof Blachut Andrea Pinna T. Kryjak GNN 37 4 0 11 Jun 2024
HDReason: Algorithm-Hardware Codesign for Hyperdimensional Knowledge Graph Reasoning Hanning Chen Yang Ni Ali Zakeri Zhuowen Zou Sanggeon Yun Fei Wen Behnam Khaleghi Narayan Srinivasa Hugo Latapie Mohsen Imani 31 1 0 09 Mar 2024
Exploiting On-chip Heterogeneity of Versal Architecture for GNN Inference Acceleration Paul Chen Pavan Manjunath Sasindu Wijeratne Bingyi Zhang Viktor Prasanna GNN 21 8 0 04 Aug 2023
DistTGL: Distributed Memory-Based Temporal Graph Neural Network Training Hongkuan Zhou Da Zheng Xiang Song George Karypis Viktor Prasanna GNN 26 13 0 14 Jul 2023
Hardware Acceleration of Explainable Artificial Intelligence Zhixin Pan Prabhat Mishra 24 0 0 04 May 2023
DGNN-Booster: A Generic FPGA Accelerator Framework For Dynamic Graph Neural Network Inference Han-Chen Chen Cong Hao GNN AI4CE 36 9 0 13 Apr 2023
HyScale-GNN: A Scalable Hybrid GNN Training System on Single-Node Heterogeneous Architecture Yi-Chien Lin Viktor Prasanna GNN 32 7 0 01 Mar 2023
Accurate, Low-latency, Efficient SAR Automatic Target Recognition on FPGA Bingyi Zhang R. Kannan Viktor Prasanna Carl E. Busart 27 14 0 04 Jan 2023
Bottleneck Analysis of Dynamic Graph Neural Network Inference on CPU and GPU Han-Chen Chen Yahya Alhinai Yihan Jiang Eunjee Na Cong Hao GNN AI4CE 25 5 0 08 Oct 2022
LL-GNN: Low Latency Graph Neural Networks on FPGAs for High Energy Physics Zhiqiang Que Hongxiang Fan Marcus Loo He Li Michaela Blott M. Pierini A. Tapper Wayne Luk GNN 29 12 0 28 Sep 2022
SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity Embeddings Hongkuan Zhou James Orme-Rogers R. Kannan Viktor Prasanna AI4TS 36 4 0 09 Sep 2021