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09/09/2023
PyHGL: A Python-based Hardware Generation Language Framework
Hardware generation languages (HGLs) increase hardware design productivi...
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07/23/2023
MARS: Exploiting Multi-Level Parallelism for DNN Workloads on Adaptive Multi-Accelerator Systems
Along with the fast evolution of deep neural networks, the hardware syst...
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05/10/2023
P4SGD: Programmable Switch Enhanced Model-Parallel Training on Generalized Linear Models on Distributed FPGAs
Generalized linear models (GLMs) are a widely utilized family of machine...
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05/25/2021
ScalaBFS: A Scalable BFS Accelerator on HBM-Enhanced FPGAs
High Bandwidth Memory (HBM) provides massive aggregated memory bandwidth...
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10/18/2020
Optimizing Memory Performance of Xilinx FPGAs under Vitis
Plenty of research efforts have been devoted to FPGA-based acceleration,...
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05/09/2020
Benchmarking High Bandwidth Memory on FPGAs
FPGAs are starting to be enhanced with High Bandwidth Memory (HBM) as a ...
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03/08/2019
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning (Technical Report)
Learning from the data stored in a database is an important function inc...
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03/08/2019