GNN Intelligence

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 I-GCN[MICRO 2021], GCoD[HPCA 2022],
GCoS[ICCAD 2021], AWB-GCN
[MICRO 2020]

CNN Large-Scale TRAINING

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FPDeep[TC 2020], [FCCM 2018], [FPL 2018]

BNN, QNN, and Arbitrary NN

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O3BNN-R[TPDS 2021], Tensor-Core ANN[SC2021]
BSTC[SC 2019], O3BNN[ICS 2019], LP-BNN[ASAP 2019]

CGRA Architecture

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 DRIPS[HPCA2021], DynPaC[ICCD2021], CQNN[HPEC 2020]

NLP: RNN & Transformer

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 CSB-RNN [ICS 2020], FPGA-based Transformer[ISQED 2021]

MOLECULAR DYNAMICS Simulation

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[SC 2019], [ASAP 2019], [FCCM2021], [HPEC2021]

Non-Von Neumann Future HPC System Architecture

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ARENA[TPDS2021]

Smart-NIC & Smart-Switch

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[CPE 2021], [HPEC 2021], [FCCM 2020], [FPT 2020]