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Shengwen Liang

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titleconferencedate
Graphitron: A Domain Specific Language for FPGA-Based Graph Processing Accelerator(…)LCTES 20252025-06-16
Graphitron is a DSL that compiles graph code to HLS-based FPGA kernels (evaluated on a Xilinx U280), auto-infers processing paradigm and applies burst…
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GLIST: Towards In-Storage Graph LearningUSENIX ATC '212021-07-14
GLIST moves GNN computation into SSDs using an in-storage FPGA accelerator plus an embedded CPU, flash arrays and DRAM, implements sampler / aggregate /…
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Cognitive SSD: A Deep Learning Engine for In-Storage Data RetrievalUSENIX ATC '192019-07-10
Cognitive SSD places a flash‑side deep learning and graph‑search accelerator called DLG-x inside the SSD, exposes functions via NVMe command extension, and…
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