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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
作者:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(593Kb)  |  收藏  |  浏览/下载：66/31  |  提交时间：2023/06/19
Generative Zero-shot Network Quantization 会议论文
, Virtual Event, 2021-6
作者:  Xiangyu, He;  Jiahao, Lu;  Weixiang, Xu;  Qinghao, Hu;  Peisong, Wang;  Jian, Cheng
Adobe PDF(947Kb)  |  收藏  |  浏览/下载：270/69  |  提交时间：2022/06/29
Towards Binarized MobileNet via Structured Sparsity 会议论文
, Hainan, China, 2021-12-26
作者:  Zhenmeng, Zuo;  Zhexin, Li;  Peisong, Wang;  Weihan, Chen;  Jian, Cheng
Adobe PDF(476Kb)  |  收藏  |  浏览/下载：240/75  |  提交时间：2022/06/15
Dynamic Dual Gating Neural Networks 会议论文
, Online, 2021
作者:  Li, Fanrong;  Li, Gang;  He, Xiangyu;  Cheng, Jian
Adobe PDF(1988Kb)  |  收藏  |  浏览/下载：194/60  |  提交时间：2022/06/14
EBERT: Efficient BERT Inference with Dynamic Structured Pruning 会议论文
, Online, 2021
作者:  Liu, Zejian;  Li, Fanrong;  Li, Gang;  Cheng, Jian
Adobe PDF(1219Kb)  |  收藏  |  浏览/下载：168/56  |  提交时间：2022/06/14
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
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(6174Kb)  |  收藏  |  浏览/下载：209/44  |  提交时间：2022/02/15
block convolution  memory-efficient  off-chip transfer  fpga  cnn accelerator  
Extremely Sparse Networks via Binary Augmented Pruning for Fast Image Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 14
作者:  Wang, Peisong;  Li, Fanrong;  Li, Gang;  Cheng, Jian
收藏  |  浏览/下载：223/0  |  提交时间：2022/01/27
Hardware acceleration  image classification  neural networks  pruning  software-hardware codesign  
GPENs: Graph Data Learning With Graph Propagation-Embedding Networks 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 14
作者:  Jiang, Bo;  Wang, Leiling;  Cheng, Jian;  Tang, Jin;  Luo, Bin
收藏  |  浏览/下载：211/0  |  提交时间：2022/01/27
Task analysis  Computer architecture  Semisupervised learning  Deep learning  Laplace equations  Data models  Labeling  Graph embedding  graph neural networks (GNNs)  graph propagation  semi-supervised learning  
ECBC: Efficient Convolution via Blocked Columnizing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13
作者:  Zhao, Tianli;  Hu, Qinghao;  He, Xiangyu;  Xu, Weixiang;  Wang, Jiaxing;  Leng, Cong;  Cheng, Jian
Adobe PDF(3003Kb)  |  收藏  |  浏览/下载：334/41  |  提交时间：2022/01/27
Convolution  Tensors  Layout  Memory management  Indexes  Transforms  Performance evaluation  Convolutional neural networks (CNNs)  direct convolution  high performance computing for mobile devices  im2col convolution  memory-efficient convolution (MEC)  
Adversarial Binary Mutual Learning for Semi-Supervised Deep Hashing 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
作者:  Wang, Guanan;  Hu, Qinghao;  Yang, Yang;  Cheng, Jian;  Hou, Zeng-Guang
收藏  |  浏览/下载：237/0  |  提交时间：2022/01/27
Data models  Semantics  Force  Computational modeling  Hash functions  Binary codes  Training data  Adversarial learning (AL)  deep learning  hashing