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Deep Active Learning with Noise Stability Conference paper
Li, Xingjian, Yang, Pengkun, Gu, Yangcheng, Zhan, Xueying, Wang, Tianyang, Xu, Min, Xu, Chengzhong. Deep Active Learning with Noise Stability[C], 2024, 13655-13663.
Authors:  Li, Xingjian;  Yang, Pengkun;  Gu, Yangcheng;  Zhan, Xueying;  Wang, Tianyang; et al.
Favorite | TC[WOS]:2 TC[Scopus]:3 | Submit date：2024/05/16
Ml: Active Learning  Ml: Deep Learning Algorithms  
Towards accurate knowledge transfer via target-awareness representation disentanglement Journal article
Li, Xingjian, Hu, Di, Li, Xuhong, Xiong, Haoyi, Xu, Chengzhong, Dou, Dejing. Towards accurate knowledge transfer via target-awareness representation disentanglement[J]. Machine Learning, 2023, 113(2), 699-723.
Authors:  Li, Xingjian;  Hu, Di;  Li, Xuhong;  Xiong, Haoyi;  Xu, Chengzhong; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:4.3/5.8 | Submit date：2024/02/22
Fine-tuning  Representation Disentanglement  Transfer Learning  
A method and device for training classification models and data classification Patent
专利类型: 发明专利Invention,
Authors:  Kafeng Wang;  Chengzhong Xu;  Haoyi Xiong;  Xingjian Li;  Dejing Dou
Favorite |  | Submit date：2022/08/29
Deep Learning  Efficiency  Neural Network  Compression  Dynamic Computing  
A method and device for transfer learning Patent
专利类型: 发明专利Invention,
Authors:  Xingjian Li;  Hang Hua;  Chengzhong Xu;  Dejing Dou
Favorite |  | Submit date：2022/08/29
Transfer Learning  Fine-tuning  Regularization  Noise Stability  Transformer  
Improving Pretrained Language Model Fine-Tuning With Noise Stability Regularization Journal article
Hua, Hang, Li, Xingjian, Dou, Dejing, Xu, Cheng Zhong, Luo, Jiebo. Improving Pretrained Language Model Fine-Tuning With Noise Stability Regularization[J]. IEEE Transactions on Neural Networks and Learning Systems, 2023, 1-15.
Authors:  Hua, Hang;  Li, Xingjian;  Dou, Dejing;  Xu, Cheng Zhong;  Luo, Jiebo
Favorite | TC[WOS]:2 TC[Scopus]:2  IF:10.2/10.4 | Submit date：2024/02/22
Domain Generalization  Fine-tuning  In-domain Generalization  Pretrained Language Models (Plms)  Regularization  
Overcoming Catastrophic Forgetting for Fine-Tuning Pre-trained GANs Conference paper
Zhang, Zeren, Li, Xingjian, Hong, Tao, Wang, Tianyang, Ma, Jinwen, Xiong, Haoyi, Xu, Cheng Zhong. Overcoming Catastrophic Forgetting for Fine-Tuning Pre-trained GANs[C], 2023, 293-308.
Authors:  Zhang, Zeren;  Li, Xingjian;  Hong, Tao;  Wang, Tianyang;  Ma, Jinwen; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0 | Submit date：2024/02/22
Generative Adversarial Networks  Transfer Learning  
Semi-supervised transfer learning with hierarchical self-regularization Journal article
Li, Xingjian, Abuduweili, Abulikemu, Shi, Humphrey, Yang, Pengkun, Dou, Dejing, Xiong, Haoyi, Xu, Chengzhong. Semi-supervised transfer learning with hierarchical self-regularization[J]. Pattern Recognition, 2023, 144, 109831.
Authors:  Li, Xingjian;  Abuduweili, Abulikemu;  Shi, Humphrey;  Yang, Pengkun;  Dou, Dejing; et al.
Favorite | TC[WOS]:6 TC[Scopus]:8  IF:7.5/7.6 | Submit date：2023/09/21
Adaptive Sample Selection  Deep Learning  Fine-tuning  Hierarchical Consistency  Semi-supervised Learning  Transfer Learning  
Improving Bert Fine-Tuning via Stabilizing Cross-Layer Mutual Information Conference paper
Li, Jicun, Li, Xingjian, Wang, Tianyang, Wang, Shi, Cao, Yanan, Xu, Chengzhong, Dou, Dejing. Improving Bert Fine-Tuning via Stabilizing Cross-Layer Mutual Information[C]:Institute of Electrical and Electronics Engineers Inc., 2023.
Authors:  Li, Jicun;  Li, Xingjian;  Wang, Tianyang;  Wang, Shi;  Cao, Yanan; et al.
Favorite | TC[Scopus]:1 | Submit date：2024/02/22
Fine-tuning Stability  Mutual Information  Pre-trained Language Model  
Boosting Active Learning via Improving Test Performance Conference paper
Wang, Tianyang, Li, Xingjian, Yang, Pengkun, Hu, Guosheng, Zeng, Xiangrui, Huang, Siyu, Xu, Cheng Zhong, Xu, Min. Boosting Active Learning via Improving Test Performance[C], 2022, 8566-8574.
Authors:  Wang, Tianyang;  Li, Xingjian;  Yang, Pengkun;  Hu, Guosheng;  Zeng, Xiangrui; et al.
Favorite | TC[WOS]:13 TC[Scopus]:16 | Submit date：2023/03/06
COLAM: Co-Learning of Deep Neural Networks and Soft Labels via Alternating Minimization Journal article
Xingjian Li, Haoyi Xiong, Haozhe An, Chengzhong Xu, Dejing Dou. COLAM: Co-Learning of Deep Neural Networks and Soft Labels via Alternating Minimization[J]. Neural Processing Letters, 2022, 54(6), 4735 - 4749.
Authors:  Xingjian Li;  Haoyi Xiong;  Haozhe An;  Chengzhong Xu;  Dejing Dou
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:2.6/2.4 | Submit date：2022/08/05
Deep Learning  Neural Networks  Soft Label