Connectionists: NEURAL NETWORKS, Nov. 2025

[Wang, Deliang]

Neural Networks - Volume 191, November 2025
https://www.journals.elsevier.com/neural-networks


Tensor network decomposition for data recovery: Recent advancements and future prospects
Yu-Bang Zheng, Xi-Le Zhao, Heng-Chao Li, Chao Li, ... Qibin Zhao

Gradient aware adaptive quantization: Locally uniform quantization with learnable clipping thresholds for globally non-uniform weights
Kang Zhou, Yuning Qiu, Yuhang Li, Qibin Zhao, Guoxu Zhou

MSC-transformer-based 3D-attention with knowledge distillation for multi-action classification of separate lower limbs
Heng Yan, Zilu Wang, Junhua Li

Intracortical functional connectivity during deep sleep reveals prosocial preferences
Andjela Markovic, Lorena R.R. Gianotti, Mirjam Studler, Daria Knoch

CGNet: A Complex-valued Graph Network for jointly learning amplitude-phase information in EEG-based brain–computer interfaces
Guoqing Cai, Yiyi Chen, Bolun Yang, Yanwu Yang, ... Yilong Wang

Energy efficiency and sensitivity benefits in a motion processing adaptive recurrent neural network
Vishnu Mohan, Reuben Rideaux

Multisensory integration in chaotic networks
Adam Ponzi, Keisuke Suzuki

Shaping pre-trained language models for task-specific embedding generation via consistency calibration
Jianqi Gao, Hang Yu, Yiu-ming Cheung, Jian Cao, ... Yonggang Zhang

Foster noisy label learning by exploiting noise-induced distortion in foreground localization
Ang Chen, Feng Xu, Xin Lyu, Tao Zeng, Xin Li

Unified semantic space learning for cross-modal retrieval
Jie Zhu, Jianan Liu, Shufang Wu, Feng Zhang

RIVA: Efficient relational inference with variate attention
Ruizi Wu, Liming Pan, Linyuan Lü

Hierarchical feature-guided prototypical network for few-shot knowledge graph completion
Yuling Li, Kui Yu, Fei Yang, Chunfeng Shen, ... Kang Liu

sEntIMeldCL: Enhancing explicit knowledge via Uniform-based Implicit Contrastive Mechanism for Aspect-Level Sentiment Analysis
Khwaja Mutahir Ahmad, Qiao Liu, Abdullah Aman Khan, Renning Pang, ... Yanglei Gan

Few-shot event-based action recognition
Zanxi Ruan, Nan Pu, Jiangming Chen, Songqun Gao, ... Yingmei Wei

Multi-scale signed graph convolutional network based on framelet
Yuting Chu, Fujiao Ju, Yanfeng Sun, Shaofan Wang, ... Baocai Yin

Path-aware multi-scale learning for heterogeneous graph neural network
Jin Fan, Jiajun Yang, Zhangyu Gu, Huifeng Wu, ... Jia Wu

A lightweight spiking neural network for EEG-based motor imagery classification
Herui Zhang, Haoran Wang, Jiayu An, Shitao Zheng, Dongrui Wu

CTFS: A consolidated transformer framework for instance and semantic segmentation tasks
Kun Dai, Fuyuan Qiu, Hongbo Gao, Tao Xie, ... Ke Wang

Degradation-Guided cross-consistent deep unfolding network for video restoration under diverse weathers
Yuanshuo Cheng, Mingwen Shao, Yecong Wan, Yuanjian Qiao, ... Deyu Meng

PRformer: Pyramidal recurrent transformer for multivariate time series forecasting
Yongbo Yu, Weizhong Yu, Feiping Nie, Zongcheng Miao, ... Xuelong Li

Comprehensive disentanglement with fine-grained feature mitigation for domain generalization
Youjia Shao, Changshuo Wang, Qihang Jia, Wencang Zhao

Bridging the gap between ratings and true user opinions with dynamic review alignment for personalized recommendation
Xinyu Liu, Jinxia Guo, Qirui Hao, Hongliang Wang, ... Junming Shao

DiffCNN: A collaborative framework of diffusion model and CNN for semi-supervised medical image segmentation
Shanshan Xu, Lixia Tian

A link prediction method for multi-modal knowledge graphs based on Adaptive Fusion and Modality Information Enhancement
Zenglong Wang, Xuan Liu, Zheng Liu, Yu Weng, Chaomurilige

Refining visual token sequence for efficient image captioning
Tiantao Xian, Zhiheng Zhou, Wenlve Zhou, Zhipeng Zhang

Backdoor attacks against Hybrid Classical-Quantum Neural Networks
Ji Guo, Wenbo Jiang, Rui Zhang, Wenshu Fan, ... Hongwei Li

ITS2Graph: Graph-based generative adversarial learning for imbalanced time series classification
Chang Liu, Donghai Guan, Weiwei Yuan, Çetin Kaya Koç

Think straight or think again? Continual joint learning of deduction, abduction and induction
Kai Xiong, Xiao Ding, Yixin Cao, Yang Zhao, ... Bing Qin

Attacking cooperative multi-agent reinforcement learning by adversarial minority influence
Simin Li, Jun Guo, Jingqiao Xiu, Yuwei Zheng, ... Xianglong Liu

Nonlinear multi-view clustering for non-negative matrix factorization
Jinrong Cui, Bang Liufu, Yulu Fu, Meihua Wang, Zhihui Lai

HG2P: Hippocampus-inspired high-reward graph and model-free Q-gradient penalty for path planning and motion control
Haoran Wang, Yaoru Sun, Zeshen Tang, Haibo Shi, Chenyuan Jiao

Embeddings hidden layers learning for neural network compression
Jia Cheng Hu, Roberto Cavicchioli, Alessandro Capotondi

ESTSformer: Efficient spatio-temporal spiking transformer
Chengzhuo Lu, Huilin Du, Wenjie Wei, Qian Sun, ... Yang Yang

HTS-LB: Hypergraph tree search for learning branch
Yige Zhang, Xiaoyan Zhang, Jian Sun, Ying Li, Jiaquan Gao

Anchor Graph Learning with Double Noise Removal for Multi-View Clustering
Zhe Chen, Mingzhi Zhu, Hui Li, Tianyang Xu

Data-based decentralized control of nonlinear-constrained interconnected systems using reinforcement learning
Guang Yang, Xiong Yang

Learning generalizable agents via self-supervised exploration
Baoxian Liang, Lihong Xu, Zhichao Deng

MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation
Jinghan Wu, Xingwei An, Yakun Zhang, Changyan Zheng, ... Erwei Yin

Semantic segmentation in adverse scenes with fewer labeled images
Guanhua An, Jichang Guo, Chunle Guo, Yudong Wang, Chongyi Li

Combining aggregated attention and transformer architecture for accurate and efficient performance of Spiking Neural Networks
Hangming Zhang, Alexander Sboev, Roman Rybka, Qiang Yu

Foreground-aware Universe Graph Matching for Domain Adaptive Object Detection
Chao Wen, Yongbo Wang, Yuhua Qian

Online lifelong optimal tracking control of uncertain nonlinear continuous-time strict-feedback systems using deep neural networks
Irfan Ganie, S. Jagannathan

Event prediction model combining ordinary differential equation and hypernetworks
Ying Wang, Xianglin Zuo, Xinglin Liu, Fuyuan Ma, ... Bo Yang

Zero-shot sketch-based remote sensing image retrieval based on cross-modal fusion
Yang Liu, Yuhao Dang, Huaizhou Qi, Jungong Han, Ling Shao

Enhancing multivariate spatio-temporal forecasting via complete dynamic causal modeling
Keqing Du, Xinyu Yang, Hang Chen

Redesigning deep neural networks: Bridging game theory and statistical physics
Djamel Bouchaffra, Faycal Ykhlef, Bilal Faye, Mustapha Lebbah, Hanene Azzag

Relationship completion for incomplete multi-view clustering
Minghong Wu, Jihua Zhu, Wenbiao Yan, Bin Chen, Qinghai Zheng

Gradient amplification for gradient matching based dataset distillation
Jingxuan Zhang, Zhihua Chen, Lei Dai, Ping Li, Bin Sheng

Att-BrainNet: Attention-based BrainNet for lung cancer segmentation network
Xvhao Xiao, Zhong Wang, Junping Yao, Jing Wei, ... Enmin Song

BiFormer: A Bipartite-stream Information Fusion framework for large-scale graph representation learning
Qi Zhang, Yanfeng Sun, Shaofan Wang, Junbin Gao, Baocai Yin

Outlier-trimmed dual-interval smoothing loss for sample selection in learning with noisy labels
Senyu Hou, Maolong Xu, Gaoxia Jiang, Yaqing Guo, Wenjian Wang

PromptSED: An evolving topic-enhanced prompting framework for incremental social event detection
Xiaoyan Yu, Jiaqian Ren, Lei Jiang, Hao Peng, ... Philip S. Yu

Deep predictive coding with bi-directional propagation for classification and reconstruction
Senhui Qiu, Saugat Bhattacharyya, Damien Coyle, Shirin Dora

Adversarial guided diffusion models for adversarial purification
Guang Lin, Zerui Tao, Jianhai Zhang, Toshihisa Tanaka, Qibin Zhao

Uncertainty-guided attention learning for malaria parasite detection in thick blood smears
Hao Xiong, Zhiyong Wang, Roneel V. Sharan, Shlomo Berkovsky

Structural consistency learning for unsupervised domain adaptive object detection
Zhiyu Jiang, Jie Chen, Yuan Yuan

A dynamic ensemble learning model for robust Graph Neural Networks
Chenyu Zhou, Yabin Peng, Wei Huang, Xinyuan Miao, ... Xianglong Kong

A confidence-guided Unsupervised domain adaptation network with pseudo-labeling and deformable CNN-transformer for medical image segmentation
Jiwen Zhou, Yue Xu, Zinan Liu, Fabien Pfaender, Wanyu Liu

KGFedRS: Knowledge Graph enhanced Federated Recommender System
Xiao Ma, Xuan Wen, Jiangfeng Zeng, Ping Xiong, Xingyu Han

Multimodal prediction of catheter ablation outcomes in patients with persistent atrial fibrillation
Zhan Zhou, Yanjie Chen, Fengxiang Zhang, Hanjie Liu, ... Jinde Cao

Aspect sentiment learning for Aspect-Level Sentiment Classification
Zhongquan Jian, Jiajian Li, Meihong Wang, Junfeng Yao, Qingqiang Wu

SREGS: Sparse-view Gaussian radiance fields with geometric regularization and region exploration
Xiaotong Li, Kefeng Li, Guangyuan Zhang, Zhenfang Zhu, ... Yongpeng Zhao

Hyperbolic Bernstein Neural Networks: Enhancing graph convolutions in non-Euclidean spaces
Yanqun Ye, Xu Chen, Shuyang Wang, Yongjun Jing

Similarity-based prototype reconstruction and feature reorganization for non-exemplar class incremental learning
Chao Zhou, Jun Sun, Vasile Palade, Xiaojun Wu

Loss-driven dynamic weight and residual transformation in physics-informed neural network
Yabin Zhang, Liang-Jian Deng

PT-BitNet: Scaling up the 1-Bit large language model with post-training quantization
Yufei Guo, Zecheng Hao, Jiahang Shao, Jie Zhou, ... Zhe Ma

EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception
Shilin Chen, Xingwang Wang, Yafeng Sun, Kun Yang, Xiaohui Wei

HyperMask: Adaptive hypernetwork-based masks for continual learning
Kamil Książek, Przemysław Spurek

Learning model-level explanations of graph neural networks via subgraph order embedding space
Li Liu, Pengyu Wan, Feiyan Zhang, Youmin Zhang, ... Guoyin Wang

Decoupling upper and lower face transformers for binary interactive video generation
Daowu Yang, Ying Liu, Qiyun Yang, Ruihui Li

An incomplete multiview clustering approach considering missing data recovery based on consistency
Zhuowen Li, Hongmei Chen, Biao Xiang, Zhong Yuan, ... Tianrui Li

ACCNet: Adaptive cross-frequency coupling graph attention for EEG emotion recognition
Dongyuan Tian, Yucheng Wang, Peiliang Gong, Zhewen Xu, ... Min Wu

Disentangled representation learning for multi-view clustering via von Mises–Fisher hyperspherical embedding
Zhixiang Li, Zhiwen Luo, Nizar Bouguila, Weifeng Su, Wentao Fan

Automated tactics planning for cyber attack and defense based on large language model agents
Yimo Ren, Jinfa Wang, Zhihui Zhao, Hui Wen, ... Hongsong Zhu

Neighborhood structure enhancement and denoising method for multi-behavior recommendation
Wei Cai, ZhiHong Zheng, Xuan Zhang, Weiyi Shang, ... Zhi Jin

Data-driven optimal tracking control for nonlinear systems with performance constraints via adaptive dynamic programming
Lulu Zhang, Huaguang Zhang, Xiaohui Yue, Tianbiao Wang

Redundancy-Adaptive Multimodal Learning for imperfect data
Mengxi Chen, Jiangchao Yao, Linyu Xing, Yu Wang, ... Yanfeng Wang

A triple-branch hybrid dynamic-static alignment strategy for vision-language tasks
Xiang Shen, Chongqing Chen, Dezhi Han, Yangshuyi Xu, ... Huiyu Zhou

Post-training quantization for efficient ANN-SNN conversion
Ruimin Sun, De Ma, Gang Pan

Shapley value-driven multi-modal deep reinforcement learning for complex decision-making
Jie Zhang, Boqiang Bao, Chao Wang, Feng Zhu

Learned low-rank representation and its theoretical convergence analysis
Weilin Shen, Junmin Liu, Xiangyu Chang

KKANs: Ku̇rková-Kolmogorov-Arnold networks and their learning dynamics
Juan Diego Toscano, Li-Lian Wang, George Em Karniadakis

Periodic-noise-tolerant neurodynamic approach for WTA operation applied to opinions evolution
Jiexing Li, Yongji Guan, Tiantai Deng, Long Jin

Output contraction analysis of discrete-time nonlinear systems with an application to RNNs
Yewang Gao, Ticao Jiao, Yuxia Li, Bo Li, ... Xuening Xing

Long-term simulation of physical and mechanical behaviors using curriculum-transfer-learning based physics-informed neural networks
Yuan Guo, Zhuojia Fu, Jian Min, Shiyu Lin, ... Xiaoying Zhuang

Exponential stability of state-dependent impulsive Hopfield neural networks with beating phenomena
Zhong Dai, Shutang Liu

Learning multi-regularized mutation-aware correlation filter for object tracking via an adaptive hybrid model
Sathiyamoorthi Arthanari, Jae Hoon Jeong, Young Hoon Joo

The architecture design and training optimization of spiking neural network with low-latency and high-performance for classification and segmentation
Wujian Ye, Shaozhen Chen, Haoxian Liu, Yijun Liu, ... Wenjie Lin

Neural-network-based event-triggered adaptive secure fault-tolerant containment control for nonlinear multi-agent systems under denial-of-service attacks
Xiangjun Wu, Shuo Ding, Ning Zhao, Huanqing Wang, Ben Niu

SimTA++: Simple attention neural network for clinical asynchronous time series
Zhihao Li, Jingyu Li, Kaiming Kuang, Baoyu Jing, ... Jiancheng Yang

Operating performance assessment of industrial process based on MIC-graph convolutional networks with local slow feature analysis
Lili Hao, Fei Chu, Tao Chen, Mingxing Jia, Fuli Wang

Event-triggered ADP-based tracking controller for partially unknown nonlinear uncertain systems with input and state constraints
Raju Dahal, Indrani Kar

Rethinking mixture of rain removal via depth-guided adversarial learning
Yongzhen Wang, Xuefeng Yan, Yanbiao Niu, Lina Gong, ... Mingqiang Wei

Bayesian inverse problems with conditional Sinkhorn generative adversarial networks in least volume latent spaces
Qiuyi Chen, Panagiotis Tsilifis, Mark Fuge

Neural networks with low-resolution parameters
Eduardo Lobo Lustosa Cabral, Larissa Driemeier

Decoding olfactory response from neurophysiological signal with a multi modal deep learning framework
Chengxuan Tong, Yi Ding, Aung Aung Phyo Wai, Hui Xin Joanna Chua, ... Cuntai Guan

Flexible visually secure image encryption with meta-learning compression and chaotic systems
Wei Chen, Yichuan Wang, Cheng Shi, Guanglei Sheng, ... Xinhong Hei

Stealthy and efficient adversarial example attack on video retrieval systems
Xin Yao, Enlang Li, Yimin Chen, Jiawei Guo, ... Ming Zhao

CosELU: An improved activation deep neural network for EEG signal recognition in stroke patients
Shuaishi Liu, Wenkai Ji, Qiye Zhou, Xiaoqin Duan, ... Zhongbo Sun

A federated vehicle re-identification benchmark and performance optimization using dual-phase contrastive dynamic aggregation
Linhan Huang, Jianqing Zhu, Yutao Chen, Qianqian Zhao, Huanqiang Zeng

CIDRA-Net: Cross-modal interaction fusion network with distribution-relation awareness for robust 3D object detection
Hongqi Yu, Xiaoqin Zhang, Xiaolong Zhou, Sixian Chan

Key features-guided Multi-View Collaborative Network for image captioning
Wencai Zhu, Zetao Jiang, Xu Wu

A weakly-supervised oriented object detector : Knowledge-based dropblock and unified regression network
Lijuan Duan, Zichen Zhang, Zhaoying Liu, Fengjin Xiao

Lightweight real-time speech enhancement: State-space models and multi-spectral scanning techniques
Xiaodong Zhu, Junqi Yang, Yuhong Yang, Weiping Tu, Zhongyuan Wang

S-YOLO: An enhanced small object detection method based on adaptive gating strategy and dynamic multi-scale focus module
Zengnan Wang, Feng Yan, Liejun Wang, Yabo Yin, Jiahuan Lin

Memory-augmented shuffled meta learning for visible–infrared person re-identification
Hanxiao Wu, Yutao Chen, Yi Xie, Jianqing Zhu, ... Huanqiang Zeng

Real-time data-efficient portrait stylization via geometric alignment
Xinrui Wang, Zhuoru Li, Xuanyu Yin, Xiao Zhou, ... Jiaxian Guo

E2TP: Element to tuple prompting improves aspect sentiment tuple prediction
Mohammad Ghiasvand Mohammadkhani, Niloofar Ranjbar, Saeedeh Momtazi

Democratizing large language model-based graph data augmentation via latent knowledge graphs
Yushi Feng, Tsai Hor Chan, Guosheng Yin, Lequan Yu

Curriculum negative mining for temporal networks
Ziyue Chen, Tongya Zheng, Mingli Song

Pixel adaptive deep-unfolding neural network with state space model for image deraining
Yao Xiao, Youshen Xia

Practicing in quiz, assessing in quiz: A quiz-based neural network approach for knowledge tracing
Shuanghong Shen, Qi Liu, Zhenya Huang, Linbo Zhu, ... Kai Zhang



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