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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
Linear Regression Problem Relaxations Solved by Nonconvex ADMM with Convergence Analysis
Journal article
Zhang,Hengmin, Gao,Junbin, Qian,Jianjun, Yang,Jian, Xu,Chunyan, Zhang,Bob. Linear Regression Problem Relaxations Solved by Nonconvex ADMM with Convergence Analysis[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(2), 828 - 838.
Authors:
Zhang,Hengmin
;
Gao,Junbin
;
Qian,Jianjun
;
Yang,Jian
;
Xu,Chunyan
; et al.
Favorite
|
TC[WOS]:
10
TC[Scopus]:
7
IF:
8.3
/
7.1
|
Submit date:2023/08/03
Convergence
Global Convergence Analysis
Kurdyka-łojasiewicz (Kł) Property
Linear Programming
Linear Regression
Minimization
Nonconvex Admm
Nonconvex Composite Problem
Nonsmooth Con-vex Function
Optimization
Sparse Matrices
Task Analysis
Intrinsic and Complete Structure Learning Based Incomplete Multiview Clustering
Journal article
Zhao, Shuping, Fei, Lunke, Wen, Jie, Wu, Jigang, Zhang, Bob. Intrinsic and Complete Structure Learning Based Incomplete Multiview Clustering[J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2023, 25, 1098 - 1110.
Authors:
Zhao, Shuping
;
Fei, Lunke
;
Wen, Jie
;
Wu, Jigang
;
Zhang, Bob
Favorite
|
TC[WOS]:
15
TC[Scopus]:
9
IF:
8.4
/
8.0
|
Submit date:2022/05/13
Clustering Methods
Complete Structure Reconstruction
Consensus Representation Learning
Correlation
Incomplete Multiview Clustering
Indexes
Intrinsic Structure Learning
Optimization
Representation Learning
Sparse Matrices
Task Analysis