40 citations · 42 across the 8 of their papers we have counts for
3 papers · 1 filter
Performance Modeling Sparse MTTKRP Using Optical Static Random Access Memory on FPGA
Sasindu Wijeratne, Akhilesh Jaiswal, Ajey P. Jacob +2
Electrical static random memory (E-SRAM) is the current standard for internal static memory in Field Programmable Gate Array (FPGA). Despite the dramatic improvement in E-SRAM tech…
Low-latency Mini-batch GNN Inference on CPU-FPGA Heterogeneous Platform
Bingyi Zhang, Hanqing Zeng, Viktor Prasanna
Mini-batch inference of Graph Neural Networks (GNNs) is a key problem in many real-world applications. Recently, a GNN design principle of model depth-receptive field decoupling ha…
Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA
Hongkuan Zhou, Bingyi Zhang, Rajgopal Kannan +2
Temporal Graph Neural Networks (TGNNs) are powerful models to capture temporal, structural, and contextual information on temporal graphs. The generated temporal node embeddings ou…