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What makes for uniformity for non-contrastive self-supervised learning? 期刊论文
SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2022, 页码: 10
作者:  Wang YinQuan;  Zhang XiaoPeng;  Tian Qi;  Lu JinHu
收藏  |  浏览/下载:57/0  |  提交时间:2023/02/07
contrastive learning  self-supervised learning  representation  uniformity  dynamics  
Networked Knowledge and Complex Networks: An Engineering View 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 卷号: 9, 期号: 8, 页码: 1366-1383
作者:  Lu, Jinhu;  Wen, Guanghui;  Lu, Ruqian;  Wang, Yong;  Zhang, Songmao
收藏  |  浏览/下载:106/0  |  提交时间:2023/02/07
Complex network  knowledge graph  networked knowledge  neural network  
Adversarial Information Bottleneck 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 10
作者:  Zhai, Penglong;  Zhang, Shihua
收藏  |  浏览/下载:52/0  |  提交时间:2023/02/07
Robustness  Optimization  Mutual information  Deep learning  Perturbation methods  Training  Task analysis  Adversarial robustness  deep learning  hyperparameter selection  information bottleneck (IB)  
An Integrative Framework for Combining Sequence and Epigenomic Data to Predict Transcription Factor Binding Sites Using Deep Learning 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2021, 卷号: 18, 期号: 1, 页码: 355-364
作者:  Jing, Fang;  Zhang, Shao-Wu;  Cao, Zhen;  Zhang, Shihua
收藏  |  浏览/下载:160/0  |  提交时间:2021/04/26
Bioinformatics  machine learning  transcription factors binding sites  convolutional neural networks  DNA accessibility  histone modification  
Knowledge-guided unsupervised rhetorical parsing for text summarization 期刊论文
INFORMATION SYSTEMS, 2020, 卷号: 94, 页码: 12
作者:  Hou, Shengluan;  Lu, Ruqian
收藏  |  浏览/下载:163/0  |  提交时间:2021/01/14
Automatic text summarization  Rhetorical structure theory  Domain knowledge base  Attentional encoder-decoder  Natural language processing  
Probe Efficient Feature Representation of Gapped K-mer Frequency Vectors from Sequences Using Deep Neural Networks 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2020, 卷号: 17, 期号: 2, 页码: 657-667
作者:  Cao, Zhen;  Zhang, Shihua
收藏  |  浏览/下载:180/0  |  提交时间:2020/05/24
DNA  Bioinformatics  Kernel  Feature extraction  Support vector machines  Genomics  Task analysis  Bioinformatics  machine learning  gapped k-mer  deep neural network  transcription factor binding site prediction