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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  
A 28-nm 18.7 TOPS/mm 2 89.4-to-234.6 TOPS/W 8b Single-Finger eDRAM Compute-in-Memory Macro With Bit-Wise Sparsity Aware and Kernel-Wise Weight Update/Refresh Journal article
Zhan, Yi, Yu, Wei Han, Un, Ka Fai, Martins, Rui P., Mak, Pui In. A 28-nm 18.7 TOPS/mm 2 89.4-to-234.6 TOPS/W 8b Single-Finger eDRAM Compute-in-Memory Macro With Bit-Wise Sparsity Aware and Kernel-Wise Weight Update/Refresh[J]. IEEE Journal of Solid-State Circuits, 2024, 59(11), 3866-3876.
Authors:  Zhan, Yi;  Yu, Wei Han;  Un, Ka Fai;  Martins, Rui P.;  Mak, Pui In
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:4.6/5.6 | Submit date：2024/05/16
Compute-in-memory (Cim)  Deep Neural Network (Dnn)  Embedded Dynamic Random Access Memory (Edram)  Input-sparsity  Single-finger (Sf)  Weight Update/refresh  
CGraphNet: Contrastive Graph Context Prediction for Sparse Unlabeled Short Text Representation Learning on Social Media Journal article
Chen, Junyang, Guo, Jingcai, Li, Xueliang, Wang, Huan, Xu, Zhenghua, Gong, Zhiguo, Zhang, Liangjie, Leung, Victor C.M.. CGraphNet: Contrastive Graph Context Prediction for Sparse Unlabeled Short Text Representation Learning on Social Media[J]. IEEE Transactions on Computational Social Systems, 2024.
Authors:  Chen, Junyang;  Guo, Jingcai;  Li, Xueliang;  Wang, Huan;  Xu, Zhenghua; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:4.5/4.6 | Submit date：2024/11/05
Contrastive Graph Context Prediction  Sequential Learning  Social Media Short Text Representation Learning  Sparsity Problem  Text Mining  
Structured residual sparsity for video compressive sensing reconstruction Journal article
Zha, Zhiyuan, Wen, Bihan, Yuan, Xin, Zhang, Jiachao, Zhou, Jiantao, Zhu, Ce. Structured residual sparsity for video compressive sensing reconstruction[J]. Signal Processing, 2024, 222, 109513.
Authors:  Zha, Zhiyuan;  Wen, Bihan;  Yuan, Xin;  Zhang, Jiachao;  Zhou, Jiantao; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:3.4/3.8 | Submit date：2024/05/16
Video Cs Reconstruction  Structured Residual Sparsity  Nonlocal Self-similarity  Multi-hypothesis Prediction  Admm  
Discriminative Multiview Learning for Robust Palmprint Feature Representation and Recognition Journal article
Li, Shuyi, Zhou, Jianhang, Zhang, Bob, Wu, Lifang, Jian, Meng. Discriminative Multiview Learning for Robust Palmprint Feature Representation and Recognition[J]. IEEE Transactions on Biometrics, Behavior, and Identity Science, 2024, 6(3), 304 - 313.
Authors:  Li, Shuyi;  Zhou, Jianhang;  Zhang, Bob;  Wu, Lifang;  Jian, Meng
Favorite | TC[WOS]:0 TC[Scopus]:2 | Submit date：2024/06/05
Multiview Learning  Palmprint Recognition  Feature Representation  Row-sparsity  Binary Codes  
Quaternion tensor completion with sparseness for color video recovery Journal article
Yang, Liqiao, Kou, Kit Ian, Miao, Jifei, Liu, Yang, Hoi, Pui Man. Quaternion tensor completion with sparseness for color video recovery[J]. Applied Soft Computing, 2024, 154, 111322.
Authors:  Yang, Liqiao;  Kou, Kit Ian;  Miao, Jifei;  Liu, Yang;  Hoi, Pui Man
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.2/7.0 | Submit date：2024/04/02
Color Videos  Low-rank  Quaternion Discrete Cosine Transform  Quaternion Tensor  Sparsity  
A 28-nm Computing-in-Memory-Based Super-Resolution Accelerator Incorporating Macro-Level Pipeline and Texture/Algebraic Sparsity Journal article
Wu, Hao, Chen, Yong, Yuan, Yiyang, Yue, Jinshan, Fu, Xiangqu, Ren, Qirui, Luo, Qing, Mak, Pui In, Wang, Xinghua, Zhang, Feng. A 28-nm Computing-in-Memory-Based Super-Resolution Accelerator Incorporating Macro-Level Pipeline and Texture/Algebraic Sparsity[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, 2024, 71(2), 689-702.
Authors:  Wu, Hao;  Chen, Yong;  Yuan, Yiyang;  Yue, Jinshan;  Fu, Xiangqu; et al.
Favorite | TC[WOS]:1 TC[Scopus]:0  IF:5.2/4.5 | Submit date：2024/02/22
Algebraic Sparsity (As)  Cmos  Computing-in-memory (Cim)  Multiply-accumulation (Mac)  Structured Sparsity (Ss)  Super-resolution (Sr)  Texture Sparsity (Ts)  
A 28-nm 19.9-to-258.5-TOPS/W 8b Digital Computing-in-Memory Processor With Two-Cycle Macro Featuring Winograd-Domain Convolution and Macro-Level Parallel Dual-Side Sparsity Journal article
Wu, Hao, Chen, Yong, Yuan, Yiyang, Yue, Jinshan, Wang, Xinghua, Li, Xiaoran, Zhang, Feng. A 28-nm 19.9-to-258.5-TOPS/W 8b Digital Computing-in-Memory Processor With Two-Cycle Macro Featuring Winograd-Domain Convolution and Macro-Level Parallel Dual-Side Sparsity[J]. IEEE Journal of Solid-State Circuits, 2024.
Authors:  Wu, Hao;  Chen, Yong;  Yuan, Yiyang;  Yue, Jinshan;  Wang, Xinghua; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:4.6/5.6 | Submit date：2024/07/04
Accuracy  Artificial Intelligence  Artificial Intelligence (Ai)  Circuits  Cmos  Computing-in-memory (Cim)  Energy Efficiency  Energy Efficiency  Look-up Table (Lut)  Multiply-accumulation (Mac)  Neural Network (Nn)  Power Demand  Radix16  Table Lookup  Throughput  Unstructured Sparsity  Winograd Convolution  
High-dimensional sparse index tracking based on a multi-step convex optimization approach Journal article
Shi Fangquan, Shu Lianjie, Luo Yiling, Huo Xiaoming. High-dimensional sparse index tracking based on a multi-step convex optimization approach[J]. Quantitative Finance, 2023, 23(9), 1361-1372.
Authors:  Shi Fangquan;  Shu Lianjie;  Luo Yiling;  Huo Xiaoming
Favorite | TC[WOS]:0 TC[Scopus]:1  IF:1.5/2.2 | Submit date：2023/08/15
Finance  Index Tracking  Sparsity  Cardinality  Lasso  
Multi-view Subspace Clustering with Complex Noise Modeling Conference paper
Lu, Xiangyu, Zhu, Lingzhi, Sun, Yuyang. Multi-view Subspace Clustering with Complex Noise Modeling[C], New York, United States:Association for Computing Machinery, 2023, 48-57.
Authors:  Lu, Xiangyu;  Zhu, Lingzhi;  Sun, Yuyang
Favorite | TC[Scopus]:0 | Submit date：2024/01/10
Low Rank  Multi-view  Noise Modeling  Sparsity  Subspace Clustering