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An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications Journal article
Cao, Rujian, Zhao, Zhongyu, Un, Ka Fai, Yu, Wei Han, Martins, Rui P., Mak, Pui In. An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications[J]. IEEE Transactions on Circuits and Systems II-Express Briefs, 2024, 71(11), 4688-4692.
Authors:  Cao, Rujian;  Zhao, Zhongyu;  Un, Ka Fai;  Yu, Wei Han;  Martins, Rui P.; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:4.0/3.7 | Submit date：2024/10/10
Sparse Matrices  Computational Modeling  Transformers  Hardware  Energy Efficiency  Circuits  Throughput  Dataflow  Digital Accelerator  Energy-efficient  Field-programmable Gate Array (Fpga)  Sparsity  Transformer  
An FPGA-Based Transformer Accelerator with Parallel Unstructured Sparsity Handling for Question-Answering Applications Journal article
CAO RUJIAN, ZHAO ZHONGYU, UN KA FAI, YU WEI HAN, RUI P. MARTINS, MAK PUI IN. An FPGA-Based Transformer Accelerator with Parallel Unstructured Sparsity Handling for Question-Answering Applications[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2024.
Authors:  CAO RUJIAN;  ZHAO ZHONGYU;  UN KA FAI;  YU WEI HAN;  RUI P. MARTINS; et al.
Favorite |  | Submit date：2024/08/29
An FPGA-Based Transformer Accelerator Using Output Block Stationary Dataflow for Object Recognition Applications Journal article
Zhao, Zhongyu, Cao, Rujian, Un, Ka Fai, Yu, Wei Han, Mak, Pui In, Martins, Rui P.. An FPGA-Based Transformer Accelerator Using Output Block Stationary Dataflow for Object Recognition Applications[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2023, 70(1), 281-285.
Authors:  Zhao, Zhongyu;  Cao, Rujian;  Un, Ka Fai;  Yu, Wei Han;  Mak, Pui In; et al.
Favorite | TC[WOS]:8 TC[Scopus]:12  IF:4.0/3.7 | Submit date：2022/08/08
Transformers  Energy Efficiency  Broadcasting  Convolutional Neural Networks  Integrated Circuit Modeling  Field Programmable Gate Arrays  Random Access Memory  Dataflow  Digital Accelerator  Energy-efficient  Field-programmable Gate Array (Fpga)  Energy Efficiency  Image Recognition  Transformer