Neural Networks

Article	Citations
Editorial Board	298
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	283
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	281
Towards global neural network abstractions with locally-exact reconstruction	276
Graph convolutional network with tree-guided anisotropic message passing	189
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	173
Reinforced mixture learning	163
Editorial Board	147
NN/ENNS/JNNS - Membership Applic. Form	128
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	114
Adams-based hierarchical features fusion network for image dehazing	109
Editorial Board	107
Central loss guides coordinated Transformer for reliable anatomical landmark detection	106
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	106
Event-triggered H∞	105
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	103
Learning to reweight examples in multi-label classification	101
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	100
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	100
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	99
Nonlinear feature selection for support vector quantile regression	96
Automated Tactics Planning for Cyber Attack and Defense Based on Large Language Model Agents	95
Backdoor attacks on unsupervised graph representation learning	93
Attention-based random forest and contamination model	92
Spatial–temporal recurrent reinforcement learning for autonomous ships	89

Graph anomaly detection based on hybrid node representation learning	87
Dynamic planning in hierarchical active inference	85
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	83
A CNN model embedded with local feature knowledge and its application to time-varying signal classification	83
Boosting adversarial robustness via self-paced adversarial training	83
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	81
CURRENT EVENTS	80
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	80
Neural operators for robust output regulation of hyperbolic PDEs	80
Deep graph representation learning for influence maximization with accelerated inference	79
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	78
Learning dynamic graph representations through timespan view contrasts	76
Salience Interest Option: Temporal abstraction with salience interest functions	76
DPGCL: Dual pass filtering based graph contrastive learning	74
DMPP: Differentiable multi-pruner and predictor for neural network pruning	73
Learning shared template representation with augmented feature for multi-object pose estimation	72
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	71
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	71
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data	70
Universality of reservoir systems with recurrent neural networks	70
Deep prior embedding method for Electrical Impedance Tomography	70
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	69
RASP: Regularization-based Amplitude Saliency Pruning	68
Flexibly regularized mixture models and application to image segmentation	67
Enhancing space–time video super-resolution via spatial–temporal feature interaction	66
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	65
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	65
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning	64
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	64
UTRAD: Anomaly detection and localization with U-Transformer	62
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	62
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	62
Explainable hybrid word representations for sentiment analysis of financial news	62
Partial label learning: Taxonomy, analysis and outlook	62
Early stopping by correlating online indicators in neural networks	61
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	61
On the Kolmogorov neural networks	60
H∞	60
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	59
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	58
Oblique and rotation double random forest	58
CURRENT EVENTS	58
Possibilistic classification by support vector networks	57
Combining STDP and binary networks for reinforcement learning from images and sparse rewards	57
A novel two-layer fuzzy neural network for solving inequality-constrained	57
INN/ENNS/JNNS - Membership Applic. Form	57
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	57
Unsupervised multi-sense language models for natural language processing tasks	57
Heterophilous distribution propagation for Graph Neural Networks	57
Modeling learnable electrical synapse for high precision spatio-temporal recognition	56

Neural network surgery: Combining training with topology optimization	55
psoResNet: An improved PSO-based residual network search algorithm	55
Brain-inspired chaotic backpropagation for MLP	54
Basic theorem and global exponential stability of differential–algebraic neural networks with delay	54
Set stabilization of logical control networks: A minimum node control approach	54
Convolutional fusion network for monaural speech enhancement	54
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	53
Mask-Shift-Inference: A novel paradigm for domain generalization	53
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	53
Current Events	52
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	52
Editorial Board	52
Editorial Board	52
INN/ENNS/JNNS - Membership Applic. Form	52
Current Events	52
Impact of axonal delay on structure development in a multi-layered network	51
Understanding the message passing in graph neural networks via power iteration clustering	51
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	51
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	51
Towards understanding theoretical advantages of complex-reaction networks	50
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	50
On the capacity of deep generative networks for approximating distributions	49
Continual learning with Bayesian compression for shared and private latent representations	49
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	48
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	48
G2BFNN: Genera	48
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	48
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	48
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	47
High-order diversity feature learning for pedestrian attribute recognition	47
Simultaneous neural network approximation for smooth functions	47
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	47
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	47
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	47
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	46
A neuralized feature engineering method for entity relation extraction	46
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	46
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	46
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	46
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	45
Long-range zero-shot generative deep network quantization	45
A general framework for robust stability analysis of neural networks with discrete time delays	45
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	45
Enriching query semantics for code search with reinforcement learning	44
Pinning multisynchronization of delayed fractional-order memristor-based neural networks with nonlinear coupling and almost-periodic perturbations	43
Effects of impulse on prescribed-time synchronization of switching complex networks	43
Backpropagation Neural Tree	43
Capped L2,<	42
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	42
Data-Driven Optimal Tracking Control for Nonlinear Systems with Performance Constraints via Adaptive Dynamic Programming	42
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	42
Distributional generative adversarial imitation learning with reproducing kernel generalization	42
Towards a unified framework for graph-based multi-view clustering	41
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	41
Self-guided disentangled representation learning for single image dehazing	41
Understanding and mitigating noise in trained deep neural networks	41
ComCo: Complementary supervised contrastive learning for complementary label learning	41
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	41
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	41
MSB-VQA: Overcoming Multiple Source Biases for Robust Visual Question Answering	40
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	40
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	40
Medical image segmentation network based on multi-scale frequency domain filter	40
Information theory-guided heuristic progressive multi-view coding	40
Self-adaptive label discovery and multi-view fusion for complementary label learning	40
Cosine convolutional neural network and its application for seizure detection	39
Energy controls wave propagation in a neural network with spatial stimuli	39
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	39
Modeling limit order trading with a continuous action policy for deep reinforcement learning	39
On the characterization of cognitive tasks using activity-specific short-lived synchronization between electroencephalography channels	39
Quantization-aware training for low precision photonic neural networks	39
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	38
M2	38
Unsupervised domain adaptive building semantic segmentation network by edge-enhanced contrastive learning	38
A survey on few-shot class-incremental learning	38
A framework for controllable Pareto front learning with completed scalarization functions and its applications	38
Restarted multiple kernel algorithms with self-guiding for large-scale multi-view clustering	38
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	38
Distributed adaptive robust containment control for reaction–diffusion neural networks with external disturbances under directed graphs	38
Meta attention for Off-Policy Actor-Critic	38

Generation, division and training: A promising method for source-free unsupervised domain adaptation	37
INN/ENNS/JNNS - Membership Applic. Form	37
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	37
Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays	37
Editorial Board	37
Functional loops: Monitoring functional organization of deep neural networks using algebraic topology	37
Revisiting graph neural networks from hybrid regularized graph signal reconstruction	37
Recurrent neural network pruning using dynamical systems and iterative fine-tuning	37
INN/ENNS/JNNS - Membership Applic. Form	37
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	37
Sparse factorization of square matrices with application to neural attention modeling	37
ProMask: Probability mask representation for skeleton detection	37
Temporal multi-modal knowledge graph generation for link prediction	37
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	37
Non-fragile output-feedback control for time-delay neural networks with persistent dwell time switching: A system mode and time scheduler dual-dependent design	36
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	36
Event-centric multi-modal fusion method for dense video captioning	36
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods	36
An event-triggered collaborative neurodynamic approach to distributed global optimization	36
A Hierarchical Mixture-Of-Experts Framework for Few Labeled Node Classification	36
Graph Neural Network contextual embedding for Deep Learning on tabular data	36
Iterative neural networks for improving memory capacity	36
Combining external-latent attention for medical image segmentation	36
Attribute-guided feature fusion network with knowledge-inspired attention mechanism for multi-source remote sensing classification	36
Neural Networks Referees in 2024	36
SCADA securing system using deep learning to prevent cyber infiltration	35
A novel semi-supervised meta learning method for subject-transfer brain–computer interface	35
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	35
Efficient learning rate adaptation based on hierarchical optimization approach	35
EMAT: Efficient feature fusion network for visual tracking via optimized multi-head attention	35
Deep one-class probability learning for end-to-end image classification	35
Credit assignment with predictive contribution measurement in multi-agent reinforcement learning	35
A zeroing neural dynamics based acceleration optimization approach for optimizers in deep neural networks	35
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	35
A new pipeline with ultimate search efficiency for neural architecture search	34
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	34
INN/ENNS/JNNS - Membership Applic. Form	34
FastTalker: A neural text-to-speech architecture with shallow and group autoregression	34
Sequential safe static and dynamic screening rule for accelerating support tensor machine	34
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings	33
Communication-efficient distributed learning with Local Immediate Error Compensation	33
Combining various training and adaptation algorithms for ensemble few-shot classification	33
Contrastive learning of graphs under label noise	33
UMS2-ODNet: Un	32
Bifurcations of a delayed fractional-order BAM neural network via new parameter perturbations	32
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	32
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	32
DCDLN: A densely connected convolutional dynamic learning network for malaria disease diagnosis	32
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	32
Dual Distillation Discriminator Networks for Domain Adaptive Few-Shot Learning	32
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	32
Online continual decoding of streaming EEG signal with a balanced and informative memory buffer	32
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	31
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	31
Continual learning with attentive recurrent neural networks for temporal data classification	31
Deep brain stimulation and lag synchronization in a memristive two-neuron network	31
Elucidating multifinal and equifinal pathways to developmental disorders by constructing real-world neurorobotic models	31
Self-balancing Incremental Broad Learning System with privacy protection	31
Enhancing multiview synergy: Robust learning by exploiting the wave loss function with consensus and complementarity principles	31
SCMEA: A stacked co-enhanced model for entity alignment based on multi-aspect information fusion and bidirectional contrastive learning	31
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	31
A novel multivariate time series forecasting dendritic neuron model for COVID-19 pandemic transmission tendency	31
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	31
CNN-Transformer and Channel-Spatial Attention based network for hyperspectral image classification with few samples	31
TF-BERT: Tensor-based fusion BERT for multimodal sentiment analysis	31
Bio-inspired two-stage network for efficient RGB-D salient object detection	30
Causal Disentanglement Domain Generalization for time-series signal fault diagnosis	30
A strictly predefined-time convergent and anti-noise fractional-order zeroing neural network for solving time-variant quadratic programming in kinematic robot control	30
INN/ENNS/JNNS - Membership Applic. Form	30
A multiscale distributed neural computing model database (NCMD) for neuromorphic architecture	30
Editorial Board	30
Joint learning of feature and topology for multi-view graph convolutional network	30
Correntropy based semi-supervised concept factorization with adaptive neighbors for clustering	30
INN/ENNS/JNNS - Membership Applic. Form	30
Editorial Board	30
Deep learning in random neural fields: Numerical experiments via neural tangent kernel	30
A Cause Fusion Framework with Information Bottleneck for Conversational Causal Emotion Entailment	30
FedMEKT: Distillation-based embedding knowledge transfer for multimodal federated learning	30
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	30
Dual-stage feedback network for lightweight color image compression artifact reduction	30
Uncertainty-aware hierarchical segment-channel attention mechanism for reliable and interpretable multichannel signal classification	30
Dynamic graph consistency and self-contrast learning for semi-supervised medical image segmentation	29
Federated learning meets Bayesian neural network: Robust and uncertainty-aware distributed variational inference	29
An octonion-based nonlinear echo state network for speech emotion recognition in Metaverse	29
Endpoint-aware audio-visual speech enhancement utilizing dynamic weight modulation based on SNR estimation	29
Neurodynamics-driven portfolio optimization with targeted performance criteria	29
Evolutionary architecture search for generative adversarial networks using an aging mechanism-based strategy	29
Revisiting the fragility of influence functions	29
Deep learning based spectral CT imaging	29
Local spatial and temporal relation discovery model based on attention mechanism for traffic forecasting	29
Wasserstein task embedding for measuring task similarities	29
A novel density-based neural mass model for simulating neuronal network dynamics with conductance-based synapses and membrane current adaptation	29
A statistical framework for non-negative matrix factorization based on generalized dual divergence	29
Salient object detection in low-light RGB-T scene via spatial-frequency cues mining	29
H∞	29