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Broad Multitask Learning System With Group Sparse Regularization IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-07-01 Jintao Huang, Chuangquan Chen, Chi-Man Vong, Yiu-Ming Cheung
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Nonlinear Locality-Preserving Projections With Dynamic Graph Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-28 Xiaowei Zhao, Dongming Wu, Feiping Nie, Weizhong Yu, Chen Zhao, Xuelong Li
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Learning to Perform Trajectory Generation From Low-Quality Demonstrations IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-28 Shuqi Xu, Hao Zhang, Zhuping Wang
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A Distributed Neural Hybrid System Learning Framework in Modeling Complex Dynamical Systems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-28 Yejiang Yang, Tao Wang, Weiming Xiang
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Co-Exploring Structured Sparsification and Low-Rank Tensor Decomposition for Compact DNNs IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-27 Yang Sui, Miao Yin, Yu Gong, Bo Yuan
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Adaptive Memory Broad Learning System for Unsupervised Time Series Anomaly Detection IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-26 Zhijie Zhong, Zhiwen Yu, Ziwei Fan, C. L. Philip Chen, Kaixiang Yang
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A Zeroing Neural Network Approach for Calculating Time-Varying G-Outer Inverse of Arbitrary Matrix IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-26 Predrag S. Stanimirović, Spyridon D. Mourtas, Dijana Mosić, Vasilios N. Katsikis, Xinwei Cao, Shuai Li
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Dual Causes Generation Assisted Model for Multimodal Aspect-Based Sentiment Classification IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-25 Rui Fan, Tingting He, Menghan Chen, Mengyuan Zhang, Xinhui Tu, Ming Dong
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Integration of Multikinds Imputation With Covariance Adaptation Based on Evidence Theory IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-25 Linqing Huang, Jinfu Fan, Alan Wee-Chung Liew
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CCGIB: A Cross-Channel Graph Information Bottleneck Principle IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-25 Xiaolong Fan, Maoguo Gong, Yue Wu, Mingyang Zhang, Hao Li, Xiangming Jiang
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Bypassing Stationary Points in Training Deep Learning Models IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-24 Jaeheun Jung, Donghun Lee
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BTPNet: A Probabilistic Spatial-Temporal Aware Network for Burn-Through Point Multistep Prediction in Sintering Process IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-24 Feng Yan, Chunjie Yang, Xinmin Zhang, Chong Yang, Zhiyong Ruan
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UniHead: Unifying Multi-Perception for Detection Heads IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-21 Hantao Zhou, Rui Yang, Yachao Zhang, Haoran Duan, Yawen Huang, Runze Hu, Xiu Li, Yefeng Zheng
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State Estimation for Markovian Jump Neural Networks Under Probabilistic Bit Flips: Allocating Constrained Bit Rates IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-20 Yuru Guo, Zidong Wang, Jun-Yi Li, Yong Xu
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Data Quality-Aware Mixed-Precision Quantization via Hybrid Reinforcement Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-20 Yingchun Wang, Song Guo, Jingcai Guo, Yuanhong Zhang, Weizhan Zhang, Qinghua Zheng, Jie Zhang
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Federated Graph Anomaly Detection via Contrastive Self-Supervised Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-20 Xiangjie Kong, Wenyi Zhang, Hui Wang, Mingliang Hou, Xin Chen, Xiaoran Yan, Sajal K. Das
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A Principle Design of Registration-Fusion Consistency: Toward Interpretable Deep Unregistered Hyperspectral Image Fusion IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-20 Jiahui Qu, Jizhou Cui, Wenqian Dong, Qian Du, Xiaoyang Wu, Song Xiao, Yunsong Li
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Identifying Community-Bridge Network Structures via Bayesian Learning With Mixed Sparsity Mode IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-20 Yaozhong Zheng, Hai-Tao Zhang, Zuogong Yue, Jun Wang
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Editorial Special Issue on Explainable and Generalizable Deep Learning for Medical Imaging IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-06-03 Tianming Liu, Dajiang Zhu, Fei Wang, Islem Rekik, Xia Hu, Dinggang Shen
The rapid advancements in deep learning technologies have profoundly influenced the field of medical image analysis, yet their full integration into clinical radiology practices has not progressed as quickly as expected. A significant hurdle to their widespread adoption among radiologists and clinicians is the prevailing lack of trust and confidence in the outcomes produced by these technologies. This
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Stagewise Training With Exponentially Growing Training Sets IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-31 Bin Gu, Hilal AlQuabeh, William de Vazelhes, Zhouyuan Huo, Heng Huang
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Graph Kernel Neural Networks IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-30 Luca Cosmo, Giorgia Minello, Alessandro Bicciato, Michael M. Bronstein, Emanuele Rodolà, Luca Rossi, Andrea Torsello
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Dual Information Enhanced Multiview Attributed Graph Clustering IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-30 Jia-Qi Lin, Man-Sheng Chen, Xi-Ran Zhu, Chang-Dong Wang, Haizhang Zhang
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Neural-Network-Based Adaptive Fixed-Time Control for a 2-DOF Helicopter System With Input Quantization and Output Constraints IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Zhijia Zhao, Jiale Wu, Chaoxu Mu, Yu Liu, Keum-Shik Hong
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Brain-Inspired Learning, Perception, and Cognition: A Comprehensive Review IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Licheng Jiao, Mengru Ma, Pei He, Xueli Geng, Xu Liu, Fang Liu, Wenping Ma, Shuyuan Yang, Biao Hou, Xu Tang
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Edge of Stability Echo State Network IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Andrea Ceni, Claudio Gallicchio
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Design and Implementation of Pavlovian Associative Memory Based on DNA Neurons IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Junwei Sun, Wanting Xu, Peng Liu, Yanfeng Wang
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Another Perspective of Over-Smoothing: Alleviating Semantic Over-Smoothing in Deep GNNs IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Jin Li, Qirong Zhang, Wenxi Liu, Antoni B. Chan, Yang-Geng Fu
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Locality Preservation for Unsupervised Multimodal Change Detection in Remote Sensing Imagery IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Yuli Sun, Lin Lei, Dongdong Guan, Gangyao Kuang, Zhang Li, Li Liu
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Spectral Tensor Layers for Communication-Free Distributed Deep Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-29 Xiao-Yang Liu, Xiaodong Wang, Bo Yuan, Jiashu Han
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Semi-Supervised Learning Under General Causal Models IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-23 Archer Moore, Heejung Shim, Jingge Zhu, Mingming Gong
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Robust Multiobjective Reinforcement Learning Considering Environmental Uncertainties IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-23 Xiangkun He, Jianye Hao, Xu Chen, Jun Wang, Xuewu Ji, Chen Lv
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A Survey on Deep Active Learning: Recent Advances and New Frontiers IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-23 Dongyuan Li, Zhen Wang, Yankai Chen, Renhe Jiang, Weiping Ding, Manabu Okumura
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Multimodal Fusion Network for 3-D Lane Detection IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-22 Taiheng Liu, Guang-Zhong Cao, Zhaoshui He, Shengli Xie, Xiuqin Deng
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Advancing Hyperspectral and Multispectral Image Fusion: An Information-Aware Transformer-Based Unfolding Network IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-22 Jianqiao Sun, Bo Chen, Ruiying Lu, Ziheng Cheng, Chunhui Qu, Xin Yuan
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Robust Spherical Laplacian Embedding IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-22 Xiangyu Li, Hunter Belcher, Hua Wang
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GMConv: Modulating Effective Receptive Fields for Convolutional Kernels IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-22 Qi Chen, Chao Li, Jia Ning, Stephen Lin, Kun He
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Deep Photonic Reservoir Computer for Speech Recognition IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-22 Enrico Picco, Alessandro Lupo, Serge Massar
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Efficient Deep Spiking Multilayer Perceptrons With Multiplication-Free Inference IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Boyan Li, Luziwei Leng, Shuaijie Shen, Kaixuan Zhang, Jianguo Zhang, Jianxing Liao, Ran Cheng
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From Bi-Level to One-Level: A Framework for Structural Attacks to Graph Anomaly Detection IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Yulin Zhu, Yuni Lai, Kaifa Zhao, Xiapu Luo, Mingquan Yuan, Jun Wu, Jian Ren, Kai Zhou
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A Cascaded Multimodule Image Enhancement Framework for Underwater Visual Perception IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Hongmin Liu, Yan Ding, Hui Zeng, Huayan Pu, Jun Luo, Bin Fan
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A Graph-Neural-Network-Powered Solver Framework for Graph Optimization Problems IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Congsong Zhang, Yong Gao, James Nastos
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Deep Geometric Learning With Monotonicity Constraints for Alzheimer’s Disease Progression IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Seungwoo Jeong, Wonsik Jung, Junghyo Sohn, Heung-Il Suk
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Two-Time Scale Tracking Control of Flexible Robots With Primal-Dual Inverse Reinforcement Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Xuejie Que, Zhenlei Wang, Yanqi Zhang, Guanghao Su
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The Deep Promotion Time Cure Model IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-21 Victor Medina-Olivares, Stefan Lessmann, Nadja Klein
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A Fast Feedforward Small-World Neural Network for Nonlinear System Modeling IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-17 Wenjing Li, Zhigang Li, Junfei Qiao
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TPDC: Point Cloud Completion by Triangular Pyramid Features and Divide-and-Conquer in Complex Environments IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-17 Baifan Chen, Xiaotian Lv, Yuqian Zhao, Lingli Yu
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Eliminating Primacy Bias in Online Reinforcement Learning by Self-Distillation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-17 Jingchen Li, Haobin Shi, Huarui Wu, Chunjiang Zhao, Kao-Shing Hwang
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Robust Incremental Broad Learning System for Data Streams of Uncertain Scale IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-17 Linjun Zhong, C. L. Philip Chen, Jifeng Guo, Tong Zhang
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GAP-LSTM: Graph-Based Autocorrelation Preserving Networks for Geo-Distributed Forecasting IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-17 Massimiliano Altieri, Roberto Corizzo, Michelangelo Ceci
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A Continuous Time Dynamical Turing Machine IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-16 Claire M. Postlethwaite, Peter Ashwin, Matthew Egbert
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DyCR: A Dynamic Clustering and Recovering Network for Few-Shot Class-Incremental Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-16 Zicheng Pan, Xiaohan Yu, Miaohua Zhang, Weichuan Zhang, Yongsheng Gao
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Discovering Intrinsic Subgoals for Vision-and-Language Navigation via Hierarchical Reinforcement Learning IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-15 Jiawei Wang, Teng Wang, Lele Xu, Zichen He, Changyin Sun
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An Interpretable Adaptive Multiscale Attention Deep Neural Network for Tabular Data IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-15 Vincenzo Dentamaro, Paolo Giglio, Donato Impedovo, Giuseppe Pirlo, Marco Di Ciano
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Negative Deterministic Information-Based Multiple Instance Learning for Weakly Supervised Object Detection and Segmentation IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) Pub Date : 2024-05-15 Guanchun Wang, Xiangrong Zhang, Zelin Peng, Tianyang Zhang, Xu Tang, Huiyu Zhou, Licheng Jiao
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Hierarchical Training of Deep Neural Networks Using Early Exiting IEEE Trans. Neural Netw. Learn. Syst. (IF 10.2) 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 10.2) 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 10.2) 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 10.2) 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 10.2) 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 10.2) Pub Date : 2024-05-14 Zhehao Jin, Andong Liu, Wen-An Zhang, Li Yu, Chenguang Yang