Neural Networks, Volume 158

Volume 158, January 2023

Engineering and Applications

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  Sunwoo Lee, Chaoyang He, Salman Avestimehr:
  Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment. 1-14

Learning Systems

• 
  Mete Ahishali, Mehmet Yamac, Serkan Kiranyaz, Moncef Gabbouj:
  Representation based regression for object distance estimation. 15-29
• 
  Wenfeng Deng, Yuxuan Li, Keke Huang, Dehao Wu, Chunhua Yang, Weihua Gui:
  LSTMED: An uneven dynamic process monitoring method based on LSTM and Autoencoder neural network. 30-41

Engineering and Applications

• 
  Hanbit Oh, Hikaru Sasaki, Brendan Michael, Takamitsu Matsubara:
  Bayesian Disturbance Injection: Robust imitation learning of flexible policies for robot manipulation. 42-58

Learning Systems

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  Javier Poyatos, Daniel Molina, Aritz D. Martinez, Javier Del Ser, Francisco Herrera:
  EvoPruneDeepTL: An evolutionary pruning model for transfer learning based deep neural networks. 59-82

Engineering and Applications

• 
  Bruno Scalzo, Ljubisa Stankovic, Milos Dakovic, Anthony G. Constantinides, Danilo P. Mandic:
  A class of doubly stochastic shift operators for random graph signals and their boundedness. 83-88
• 
  Haijun Lei, Zhihui Tian, Hai Xie, Benjian Zhao, Xianlu Zeng, Jiuwen Cao, Weixin Liu, Jiantao Wang, Guoming Zhang, Shuqiang Wang, Baiying Lei:
  LAC-GAN: Lesion attention conditional GAN for Ultra-widefield image synthesis. 89-98

Cognitive Science

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  Xi Jiang, Jiadong Yan, Yu Zhao, Mingxin Jiang, Yuzhong Chen, Jingchao Zhou, Zhenxiang Xiao, Zifan Wang, Rong Zhang, Benjamin Becker, Dajiang Zhu, Keith M. Kendrick, Tianming Liu:
  Characterizing functional brain networks via Spatio-Temporal Attention 4D Convolutional Neural Networks (STA-4DCNNs). 99-110

Engineering and Applications

• 
  Kun Jing, Luoyu Chen, Jungang Xu:
  An architecture entropy regularizer for differentiable neural architecture search. 111-120

Learning Systems

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  Guangyu Gao, Ziming Liu, Guangjun Zhang, Jinyang Li, A. Kai Qin:
  DANet: Semi-supervised differentiated auxiliaries guided network for video action recognition. 121-131
• 
  Xiong Yang, Yingjiang Zhou, Zhongke Gao:
  Reinforcement learning for robust stabilization of nonlinear systems with asymmetric saturating actuators. 132-141
• 
  Yinghan Shen, Xuhui Jiang, Zijian Li, Yuanzhuo Wang, Chengjin Xu, Huawei Shen, Xueqi Cheng:
  UniSKGRep: A unified representation learning framework of social network and knowledge graph. 142-153
• 
  Xuetao Xie, Yi-Fei Pu, Jian Wang:
  A fractional gradient descent algorithm robust to the initial weights of multilayer perceptron. 154-170
• 
  Shao-Yu Yin, Yu Huang, Tien-Yu Chang, Shih-Fang Chang, Vincent S. Tseng:
  Continual learning with attentive recurrent neural networks for temporal data classification. 171-187

Engineering and Applications

• 
  Fadi Dornaika, Jingjun Bi, Chongsheng Zhang:
  A unified deep semi-supervised graph learning scheme based on nodes re-weighting and manifold regularization. 188-196

Learning Systems

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  Runze Lin, Junghui Chen, Lei Xie, Hongye Su:
  Accelerating reinforcement learning with case-based model-assisted experience augmentation for process control. 197-215

Engineering and Applications

• 
  Xiang Hao, Chenglin Xu, Lei Xie:
  Neural speech enhancement with unsupervised pre-training and mixture training. 216-227

Learning Systems

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  Hongxiang Gao, Min Wu, Zhenghua Chen, Yuwen Li, Xingyao Wang, Shan An, Jianqing Li, Chengyu Liu:
  SSA-ICL: Multi-domain adaptive attention with intra-dataset continual learning for Facial expression recognition. 228-238

Cognitive Science

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  Issaku Kawashima, Toru Nagahama, Hiroaki Kumano, Keiko Momose, Saori C. Tanaka:
  Pavlovian-based neurofeedback enhances meta-awareness of mind-wandering. 239-248

Mathematical and Computational Analysis

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  Zhichao Yang, Cong Cong, Maurice Pagnucco, Yang Song:
  Multi-scale multi-reception attention network for bone age assessment in X-ray images. 249-257
• 
  Xuejiao Qin, Haijun Jiang, Jianlong Qiu, Cheng Hu, Yue Ren:
  Strictly intermittent quantized control for fixed/predefined-time cluster lag synchronization of stochastic multi-weighted complex networks. 258-271

Engineering and Applications

• 
  Wenjing Huang, Shikui Tu, Lei Xu:
  IA-FaceS: A bidirectional method for semantic face editing. 272-292

Learning Systems

• 
  Wenhao Zhou, Shiping Wen, Yi Liu, Lu Liu, Xin Liu, Ling Chen:
  Forgetting memristor based STDP learning circuit for neural networks. 293-304
• 
  Yachao Yang, Yanfeng Sun, Fujiao Ju, Shaofan Wang, Junbin Gao, Baocai Yin:
  Multi-graph Fusion Graph Convolutional Networks with pseudo-label supervision. 305-317
• 
  Hao Zhang, DeLiang Wang:
  Deep MCANC: A deep learning approach to multi-channel active noise control. 318-327

Editorial

• 
  Xiao-Lei Zhang, Lei Xie, Eric Fosler-Lussier, Emmanuel Vincent:
  Guest editorial: Special issue on advances in deep learning based speech processing. 328-330

Mathematical and Computational Analysis

• 
  Alessandro Benfenati, Alessio Marta:
  A singular Riemannian geometry approach to Deep Neural Networks I. Theoretical foundations. 331-343

Engineering and Applications

• 
  Alessandro Benfenati, Alessio Marta:
  A singular Riemannian geometry approach to deep neural networks II. Reconstruction of 1-D equivalence classes. 344-358

Learning Systems

• 
  Wei Ju, Yiyang Gu, Xiao Luo, Yi-Fan Wang, Haochen Yuan, Huasong Zhong, Ming Zhang:
  Unsupervised graph-level representation learning with hierarchical contrasts. 359-368

Engineering and Applications

• 
  Daeho Kim, Jaeil Kim:
  CT-Loc: Cross-domain visual localization with a channel-wise transformer. 369-383