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TBERT: Dynamic BERT Inference with Top-k Based Predictors 会议论文
, Antwerp, Belgium, 2023-4-17
Authors:  Liu, Zejian;  Zhao, Kun;  Cheng, Jian
Adobe PDF(3426Kb)  |  Favorite  |  View/Download:100/26  |  Submit date:2023/06/19
Transformer  Dynamic Inference  Pruning  
Efficient Accelerator/Network Co-Search with Circular Greedy Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II: EXPRESS BRIEFS, 2023, 页码: 1-5
Authors:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(1982Kb)  |  Favorite  |  View/Download:122/38  |  Submit date:2023/06/19
Accelerator/Network Co-Search  Reinforcement Learning  Performance Estimation  Multi-objective Optimization  
Hardware Acceleration of Fully Quantized BERT for Efficient Natural Language Processing 会议论文
Proceedings of the 2021 Design, Automation and Test in Europe, DATE 2021, Virtual, Online, 2021-2
Authors:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(593Kb)  |  Favorite  |  View/Download:61/28  |  Submit date:2023/06/19
基于软硬件协同设计的深度学习模型压缩与加速 学位论文
, 2023
Authors:  刘泽健
Adobe PDF(10064Kb)  |  Favorite  |  View/Download:97/5  |  Submit date:2023/06/18
软硬件协同设计  模型压缩  DNN 加速器  自动化优化  
A System-Level Solution for Low-Power Object Detection 会议论文
, Seoul, Korea, 2019
Authors:  Li, Fanrong;  Mo, Zitao;  Wang, Peisong;  Liu, Zejian;  Zhang, Jiayun;  Li, Gang;  Hu, Qinghao;  He, Xiangyu;  Leng, Cong;  Zhang, Yang;  Cheng, Jian
Adobe PDF(869Kb)  |  Favorite  |  View/Download:192/59  |  Submit date:2022/06/14
EBERT: Efficient BERT Inference with Dynamic Structured Pruning 会议论文
, Online, 2021
Authors:  Liu, Zejian;  Li, Fanrong;  Li, Gang;  Cheng, Jian
Adobe PDF(1219Kb)  |  Favorite  |  View/Download:153/48  |  Submit date:2022/06/14
Block Convolution: Toward Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 5, 页码: 1436-1447
Authors:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(4046Kb)  |  Favorite  |  View/Download:283/30  |  Submit date:2022/06/10
Convolution  Field programmable gate arrays  System-on-chip  Task analysis  Random access memory  Tensors  Memory management  Block convolution  convolutional neural network (CNN) accelerator  field-programmable gate array (FPGA)  memory efficient  off-chip transfer  
Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2021, 期号: 2021.5, 页码: 1-1
Authors:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(6174Kb)  |  Favorite  |  View/Download:194/40  |  Submit date:2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
Hardware acceleration of CNN with one-hot quantization of weights and activations 会议论文
, Grenoble, France, 2020-3
Authors:  Li, Gang;  Wang, Peisong;  Liu, Zejian;  Leng, Cong;  Cheng, Jian
Favorite  |  View/Download:131/0  |  Submit date:2020/10/20