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Hierarchical Training of Deep Neural Networks Using Early Exiting IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Yamin Sepehri, Pedram Pad, Ahmet Caner Yüzügüler, Pascal Frossard, L. Andrea Dunbar
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Self-Organizing Type-2 Fuzzy Double Loop Recurrent Neural Network for Uncertain Nonlinear System Control IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Li-Jiang Li, Xiang Chang, Fei Chao, Chih-Min Lin, Tuân-Tú Huỳnh, Longzhi Yang, Changjing Shang, Qiang Shen
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TODO-Net: Temporally Observed Domain Contrastive Network for 3-D Early Action Prediction IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Wenqian Wang, Faliang Chang, Chunsheng Liu, Bin Wang, Zehao Liu
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Accelerated Gradient Approach For Deep Neural Network-Based Adaptive Control of Unknown Nonlinear Systems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Duc M. Le, Omkar Sudhir Patil, Cristian F. Nino, Warren E. Dixon
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Self-Supervised 3-D Semantic Representation Learning for Vision-and-Language Navigation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Sinan Tan, Kuankuan Sima, Dunzheng Wang, Mengmeng Ge, Di Guo, Huaping Liu
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Learning an Autonomous Dynamic System to Encode Periodic Human Motion Skills IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Zhehao Jin, Andong Liu, Wen-An Zhang, Li Yu, Chenguang Yang
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Dispelling the Fake: Social Bot Detection Based on Edge Confidence Evaluation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Boyu Qiao, Wei Zhou, Kun Li, Shilong Li, Songlin Hu
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Federated Learning With Only Positive Labels by Exploring Label Correlations IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Xuming An, Dui Wang, Li Shen, Yong Luo, Han Hu, Bo Du, Yonggang Wen, Dacheng Tao
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Knowledge Graphs and Pretrained Language Models Enhanced Representation Learning for Conversational Recommender Systems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Zhangchi Qiu, Ye Tao, Shirui Pan, Alan Wee-Chung Liew
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Robust Temporal Link Prediction in Dynamic Complex Networks via Stable Gated Models With Reinforcement Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Liping Yang, Hongbo Liu, Daoqiang Sun, Seán McLoone, Kai Liu, C. L. Philip Chen
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RD-OpenMax: Rethinking OpenMax for Robust Realistic Open-Set Recognition IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-14 Xiaojie Yin, Bing Cao, Qinghua Hu, Qilong Wang
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Continuous-Time Reinforcement Learning: New Design Algorithms With Theoretical Insights and Performance Guarantees IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-10 Brent A. Wallace, Jennie Si
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Scalable and Effective Temporal Graph Representation Learning With Hyperbolic Geometry IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-10 Yuanyuan Xu, Wenjie Zhang, Xiwei Xu, Binghao Li, Ying Zhang
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Feature Noise Boosts DNN Generalization Under Label Noise IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-10 Lu Zeng, Xuan Chen, Xiaoshuang Shi, Heng Tao Shen
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Multistage Competitive Opinion Maximization With Q-Learning-Based Method in Social Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-09 Qiang He, Li Zhang, Hui Fang, Xingwei Wang, Lianbo Ma, Keping Yu, Jie Zhang
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Supervise-Assisted Self-Supervised Deep-Learning Method for Hyperspectral Image Restoration IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-09 Miaoyu Li, Ying Fu, Tao Zhang, Guanghui Wen
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Category Alignment Mechanism for Few-Shot Image Classification IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-08 Zhenyu Zhou, Lei Luo, Tianrui Liu, Qing Liao, Xinwang Liu, En Zhu
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One-Class SVM Probabilistic Outputs IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-08 Zhongyi Que, Chih-Jen Lin
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Hyperspectral Image Fusion via a Novel Generalized Tensor Nuclear Norm Regularization IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-08 Renwei Dian, Yuanye Liu, Shutao Li
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Joint Structured Bipartite Graph and Row-Sparse Projection for Large-Scale Feature Selection IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-08 Xia Dong, Feiping Nie, Danyang Wu, Rong Wang, Xuelong Li
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An Improved Prioritized DDPG Based on Fractional-Order Learning Scheme IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-08 Quan-Yong Fan, Meiying Cai, Bin Xu
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RPI-GGCN: Prediction of RNA–Protein Interaction Based on Interpretability Gated Graph Convolution Neural Network and Co-Regularized Variational Autoencoders IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-06 Yifei Wang, Pengju Ding, Congjing Wang, Shiyue He, Xin Gao, Bin Yu
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Complete Stability of Delayed Recurrent Neural Networks With New Wave-Type Activation Functions IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-06 Zepeng Yan, Wen Sun, Wanli Guo, Biwen Li, Shiping Wen, Jinde Cao
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Learning Unified Anchor Graph for Joint Clustering of Hyperspectral and LiDAR Data IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-06 Yaoming Cai, Zijia Zhang, Xiaobo Liu, Yao Ding, Fei Li, Jinhua Tan
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Adaptive Critic Learning-Based Optimal Bipartite Consensus for Multiagent Systems With Prescribed Performance IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-06 Lei Yan, Junhe Liu, Guanyu Lai, C. L. Philip Chen, Zongze Wu, Zhi Liu
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A Segmented Iterative Learning Scheme-Based Distributed Fault Estimation for Switched Interconnected Nonlinear Systems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-03 Shuiqing Xu, Lejing Wang, Haosong Dai, Hai Wang, Hongtian Chen, Yi Chai, Wei Xing Zheng
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Reinforcement Learning for Robust Dynamic Event-Driven Constrained Control IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-03 Xiong Yang, Ding Wang
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MICPL: Motion-Inspired Cross-Pattern Learning for Small-Object Detection in Satellite Videos IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-03 Shengjia Chen, Luping Ji, Sicheng Zhu, Mao Ye
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Leverage Variational Graph Representation for Model Poisoning on Federated Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-03 Kai Li, Xin Yuan, Jingjing Zheng, Wei Ni, Falko Dressler, Abbas Jamalipour
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Cross-View Approximation on Grassmann Manifold for Multiview Clustering IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-03 Yidan Ma, Xinjie Shen, Danyang Wu, Jianfu Cao, Feiping Nie
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IEEE Transactions on Neural Networks and Learning Systems Information for Authors IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-02
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IEEE Computational Intelligence Society Information IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-02
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IEEE Transactions on Neural Networks and Learning Systems Publication Information IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-02
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L-VSM: Label-Driven View-Specific Fusion for Multiview Multilabel Classification IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-02 Gengyu Lyu, Zhen Yang, Xiang Deng, Songhe Feng
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Guest Editorial: Special Issue on Explainable Representation Learning-Based Intelligent Inspection and Maintenance of Complex Systems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-02 Zhigang Liu, Cesare Alippi, Hongtian Chen, Derong Liu
Over the past decade, representation learning has received particular attention in the intelligent inspection and maintenance of complex systems thanks to its overwhelming advantages in discovering and mining hidden knowledge representations. The room for in-depth investigations of representation learning-related topics remains open, especially explainable approaches for intelligent inspection and
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Learning With Noisy Labels Over Imbalanced Subpopulations IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-01 Mingcai Chen, Yu Zhao, Bing He, Zongbo Han, Junzhou Huang, Bingzhe Wu, Jianhua Yao
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Heterogeneous Prototype Learning From Contaminated Faces Across Domains via Disentangling Latent Factors IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-01 Meng Pang, Binghui Wang, Mang Ye, Yiu-Ming Cheung, Yintao Zhou, Wei Huang, Bihan Wen
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Smooth-Guided Implicit Data Augmentation for Domain Generalization IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-05-01 Mengzhu Wang, Junze Liu, Ge Luo, Shanshan Wang, Wei Wang, Long Lan, Ye Wang, Feiping Nie
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A Colorectal Coordinate-Driven Method for Colorectum and Colorectal Cancer Segmentation in Conventional CT Scans IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-30 Lisha Yao, Yingda Xia, Zhihong Chen, Suyun Li, Jiawen Yao, Dakai Jin, Yanting Liang, Jiatai Lin, Bingchao Zhao, Chu Han, Le Lu, Ling Zhang, Zaiyi Liu, Xin Chen
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Reinforced GNNs for Multiple Instance Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-30 Xusheng Zhao, Qiong Dai, Xu Bai, Jia Wu, Hao Peng, Huailiang Peng, Zhengtao Yu, Philip S. Yu
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Reconstructed Graph Neural Network With Knowledge Distillation for Lightweight Anomaly Detection IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-30 Xiaokang Zhou, Jiayi Wu, Wei Liang, Kevin I-Kai Wang, Zheng Yan, Laurence T. Yang, Qun Jin
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Neural Network Compression Based on Tensor Ring Decomposition IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-30 Kun Xie, Can Liu, Xin Wang, Xiaocan Li, Gaogang Xie, Jigang Wen, Kenli Li
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Policy Correction and State-Conditioned Action Evaluation for Few-Shot Lifelong Deep Reinforcement Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-30 Meng Xu, Xinhong Chen, Jianping Wang
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HRCL: Hierarchical Relation Contrastive Learning for Low-Resource Relation Extraction IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-29 Qian Guo, Yi Guo, Jin Zhao
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Distributional Drift Adaptation With Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-29 Hui He, Qi Zhang, Kun Yi, Kaize Shi, Zhendong Niu, Longbing Cao
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Contrastive Multiview Attribute Graph Clustering With Adaptive Encoders IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-29 Man-Sheng Chen, Xi-Ran Zhu, Jia-Qi Lin, Chang-Dong Wang
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REMI: Few-Shot ISAR Target Classification via Robust Embedding and Manifold Inference IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-29 Xueru Bai, Minjia Yang, Bowen Chen, Feng Zhou
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ADPS: Asymmetric Distillation Postsegmentation for Image Anomaly Detection IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-29 Peng Xing, Hao Tang, Jinhui Tang, Zechao Li
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CCP-GNN: Competitive Covariance Pooling for Improving Graph Neural Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-29 Pengfei Zhu, Jialu Li, Zhe Dong, Qinghua Hu, Xiao Wang, Qilong Wang
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Distributional Policy Gradient With Distributional Value Function IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-26 Qi Liu, Yanjie Li, Xiongtao Shi, Ke Lin, Yuecheng Liu, Yunjiang Lou
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Understanding Double Descent Using VC-Theoretical Framework IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-26 Eng Hock Lee, Vladimir Cherkassky
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Leveraging Bilateral Correlations for Multi-Label Few-Shot Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-26 Yuexuan An, Hui Xue, Xingyu Zhao, Ning Xu, Pengfei Fang, Xin Geng
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AttMOT: Improving Multiple-Object Tracking by Introducing Auxiliary Pedestrian Attributes IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-25 Yunhao Li, Zhen Xiao, Lin Yang, Dan Meng, Xin Zhou, Heng Fan, Libo Zhang
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Secure State Estimation for Artificial Neural Networks With Unknown-But-Bounded Noises: A Homomorphic Encryption Scheme IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-24 Kaiqun Zhu, Zidong Wang, Derui Ding, Hongli Dong, Cheng-Zhong Xu
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Align While Fusion: A Generalized Nonaligned Multiview Multilabel Classification Method IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-24 Qiyu Zhong, Gengyu Lyu, Zhen Yang
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Multilabel Feature Selection via Shared Latent Sublabel Structure and Simultaneous Orthogonal Basis Clustering IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-24 Ronghua Shang, Jingyu Zhong, Weitong Zhang, Songhua Xu, Yangyang Li
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Balanced Unfolding Induced Tensor Nuclear Norms for High-Order Tensor Completion IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-24 Yuning Qiu, Guoxu Zhou, Andong Wang, Qibin Zhao, Shengli Xie
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Reliability-Guided Hierarchical Memory Network for Scribble-Supervised Video Object Segmentation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-24 Zikun Zhou, Kaige Mao, Wenjie Pei, Hongpeng Wang, Yaowei Wang, Zhenyu He
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Hierarchical Self-Attention Network for Industrial Data Series Modeling With Different Sampling Rates Between the Input and Output Sequences IEEE Trans. Neural Netw. Learn. Syst. (IF 10.4) Pub Date : 2024-04-24 Xiaofeng Yuan, Zhenzhen Jia, Zijian Xu, Nuo Xu, Lingjian Ye, Kai Wang, Yalin Wang, Chunhua Yang, Weihua Gui, Feifan Shen