Neural Networks

Article	Citations
CURRENT EVENTS	282
Stabilizing sequence learning in stochastic spiking networks with GABA-Modulated STDP	223
Analysis of medical images super-resolution via a wavelet pyramid recursive neural network constrained by wavelet energy entropy	220
Progressive Neighbor-masked Contrastive Learning for Fusion-style Deep Multi-view Clustering	219
Early stopping by correlating online indicators in neural networks	216
FastGAE: Scalable graph autoencoders with stochastic subgraph decoding	205
On the Kolmogorov neural networks	137
Filter pruning for convolutional neural networks in semantic image segmentation	127
Finite-time cluster synchronization for complex dynamical networks under FDI attack: A periodic control approach	120
Editorial Board	115
CURRENT EVENTS	113
Achieving efficient interpretability of reinforcement learning via policy distillation and selective input gradient regularization	108
Boosting adversarial robustness via self-paced adversarial training	105
vEpiNet: A multimodal interictal epileptiform discharge detection method based on video and electroencephalogram data	105
Announcement of the Neural Networks Best Paper Award	101
Deep-Hook: A trusted deep learning-based framework for unknown malware detection and classification in Linux cloud environments	88
An explainable artificial intelligence approach to spatial navigation based on hippocampal circuitry	85
QTTNet: Quantized tensor train neural networks for 3D object and video recognition	82
H∞	80
A surge of submissions	80
Efficient spiking neural network design via neural architecture search	79
Graph-based social relation inference with multi-level conditional attention	78
Noncompact uniform universal approximation	77
Synergetic learning structure-based neuro-optimal fault tolerant control for unknown nonlinear systems	76
Finite-time consensus control for multi-agent systems with full-state constraints and actuator failures	73

Editorial Board	72
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	70
A comparative analysis of multi-biometrics performance in human and action recognition using silhouette thermal-face and skeletal data	68
Rapid learning of spatial representations for goal-directed navigation based on a novel model of hippocampal place fields	67
NN/ENNS/JNNS - Membership Applic. Form	67
Leveraging joint incremental learning objective with data ensemble for class incremental learning	67
List of Editorial Board Members	66
Editorial Board	66
INN/ENNS/JNNS - Membership Applic. Form	64
Editorial Board	64
SepNet: A neural network for directionally correlated data	64
Generating post-hoc explanations for Skip-gram-based node embeddings by identifying important nodes with bridgeness	63
Editorial Board	63
List of Editorial Board Members	61
Nostradamus: A novel event propagation prediction approach with spatio-temporal characteristics in non-Euclidean space	60
Editorial Board	60
Approximation of classifiers by deep perceptron networks	59
INN/ENNS/JNNS - Membership Applic. Form	58
Current Events	57
All by Myself: Learning individualized competitive behavior with a contrastive reinforcement learning optimization	57
Blockwise compression of transformer-based models without retraining	57
Learning to recognize while learning to speak: Self-supervision and developing a speaking motor	57
INN/ENNS/JNNS - Membership Applic. Form	56
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data	55
An interaction-modeling mechanism for context-dependent Text-to-SQL translation based on heterogeneous graph aggregation	55
Current Events	54
Value iteration for streaming data on a continuous space with gradient method in an RKHS	54
INN/ENNS/JNNS - Membership Applic. Form	54
Mitigate forgetting in few-shot class-incremental learning using different image views	53
Spatial information transfer in hippocampal place cells depends on trial-to-trial variability, symmetry of place-field firing, and biophysical heterogeneities	53
Synergetic learning for unknown nonlinear H	52
Measuring multivariate phase synchronization with symbolization and permutation	52
Editorial Board	50
Reward prediction-errors weighted by cue salience produces addictive behaviours in simulations, with asymmetrical learning and steeper delay discounting	50
Quantized minimum error entropy with fiducial points for robust regression	50
Continual pre-training mitigates forgetting in language and vision	50
Aligning the domains in cross domain model inversion attack	49
RegraphGAN: A graph generative adversarial network model for dynamic network anomaly detection	49
DMPP: Differentiable multi-pruner and predictor for neural network pruning	49
Classification of DBS microelectrode recordings using a residual neural network with attention in the temporal domain	49
Three approaches to facilitate invariant neurons and generalization to out-of-distribution orientations and illuminations	49
Channel reflection: Knowledge-driven data augmentation for EEG-based brain–computer interfaces	48
Switching ETM-based neural adaptive output feedback control for nonaffine stochastic MIMO nonlinear systems subject to deferred constraint	47
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	47
Sinogram upsampling using Primal–Dual UNet for undersampled CT and radial MRI reconstruction	47
Salience Interest Option: Temporal abstraction with salience interest functions	47
One-shot many-to-many facial reenactment using Bi-Layer Graph Convolutional Networks	47
Self-supervised contrastive graph representation with node and graph augmentation	46
A survey on modern trainable activation functions	46
INN/ENNS/JNNS - Membership Applic. Form	46

Editorial Board	45
Learning dynamic graph representations through timespan view contrasts	45
Time series (re)sampling using Generative Adversarial Networks	45
Any region can be perceived equally and effectively on rotation pretext task using full rotation and weighted-region mixture	45
Differentiating brain states via multi-clip random fragment strategy-based interactive bidirectional recurrent neural network	45
Disturbance rejection for multi-weighted complex dynamical networks with actuator saturation and deception attacks via hybrid-triggered mechanism	44
RASP: Regularization-based Amplitude Saliency Pruning	44
Bidirectionally self-normalizing neural networks	44
Instantaneous estimation of momentary affective responses using neurophysiological signals and a spatiotemporal emotional intensity regression network	43
Flexibly regularized mixture models and application to image segmentation	43
A whole brain probabilistic generative model: Toward realizing cognitive architectures for developmental robots	43
INN/ENNS/JNNS - Membership Applic. Form	43
Discriminative multimodal learning via conditional priors in generative models	43
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	42
Event-triggered hybrid impulsive control for synchronization of fractional-order multilayer signed networks under cyber attacks	42
DualAttlog: Context aware dual attention networks for log-based anomaly detection	42
CURRENT EVENTS	42
Beyond multilayer perceptrons: Investigating complex topologies in neural networks	42
Fixed-time synchronization of complex-valued neural networks for image protection and 3D point cloud information protection	42
Deep graph representation learning for influence maximization with accelerated inference	41
ECCT: Efficient Contrastive Clustering via Pseudo-Siamese Vision Transformer and Multi-view Augmentation	41
SpikeSEE: An energy-efficient dynamic scenes processing framework for retinal prostheses	41
Analysis and fully memristor-based reservoir computing for temporal data classification	40
HiddenSinger: High-quality singing voice synthesis via neural audio codec and latent diffusion models	40
TSOM: Small object motion detection neural network inspired by avian visual circuit	40
Solving classification tasks by a receptron based on nonlinear optical speckle fields	40
Editorial Board	40
Recovering Permuted Sequential Features for effective Reinforcement Learning	40
Synchronization of time-delay dynamical networks via hybrid delayed impulses	40
Bio-inspired deep neural local acuity and focus learning for visual image recognition	39
A general adaptive unsupervised feature selection with auto-weighting	39
Personalized multi-head self-attention network for news recommendation	39
Tensorial multiview low-rank high-order graph learning for context-enhanced domain adaptation	39
Skill matters: Dynamic skill learning for multi-agent cooperative reinforcement learning	39
Deep fuzzy physics-informed neural networks for forward and inverse PDE problems	38
Multitype view of knowledge contrastive learning for recommendation	38
Interaction-knowledge semantic alignment for recommendation	37
Event-triggered H∞	37
Contrastive self-representation learning for data clustering	37
Towards a rigorous analysis of mutual information in contrastive learning	37
Weighted Incremental–Decremental Support Vector Machines for concept drift with shifting window	37
DECNet: Dense embedding contrast for unsupervised semantic segmentation	37
Randomized algorithms for large-scale dictionary learning	37
INN/ENNS/JNNS - Membership Applic. Form	37
Improving data augmentation for low resource speech-to-text translation with diverse paraphrasing	36
CEGAT: A CNN and enhanced-GAT based on key sample selection strategy for hyperspectral image classification	36
Revisiting multi-view learning: A perspective of implicitly heterogeneous Graph Convolutional Network	36
Semantic consistency learning on manifold for source data-free unsupervised domain adaptation	36
BalanceHRNet: An effective network for bottom-up human pose estimation	36
Reduced-complexity Convolutional Neural Network in the compressed domain	35
Explainable hybrid word representations for sentiment analysis of financial news	35
An architecture entropy regularizer for differentiable neural architecture search	35
Leveraging hierarchy in multimodal generative models for effective cross-modality inference	35
Attributes learning network for generalized zero-shot learning	35
Novel criteria for global robust stability of dynamical neural networks with multiple time delays	35
Preassigned-time synchronization for complex-valued memristive neural networks with reaction–diffusion terms and Markov parameters	35
Spatial–temporal recurrent reinforcement learning for autonomous ships	34
DPGCL: Dual pass filtering based graph contrastive learning	34
A comprehensive study of class incremental learning algorithms for visual tasks	34
A computationally efficient and robust looming perception model based on dynamic neural field	34
An informative dual ForkNet for video anomaly detection	34
Equivalent-input-disturbance estimator-based event-triggered control design for master–slave neural networks	34
Robust fall detection in video surveillance based on weakly supervised learning	34
Attractors for Hopfield lattice model in weighted spaces	34
Adaptive fixed-time output synchronization for complex dynamical networks with multi-weights	33
Adams-based hierarchical features fusion network for image dehazing	33
Mathematical expression recognition using a new deep neural model	33
Enhanced deep unrolling networks for snapshot compressive hyperspectral imaging	32
Improving transparency and representational generalizability through parallel continual learning	32
A meta-framework for multi-label active learning based on deep reinforcement learning	32
MaskLayer: Enabling scalable deep learning solutions by training embedded feature sets	32
DAPath: Distance-aware knowledge graph reasoning based on deep reinforcement learning	32
LDCNet: Lightweight dynamic convolution network for laparoscopic procedures image segmentation	32
Partial label learning: Taxonomy, analysis and outlook	32
Hierarchical Attention Master–Slave for heterogeneous multi-agent reinforcement learning	32
Greedy auto-augmentation for n-shot learning using deep neural networks	31
Quantum-inspired canonical correlation analysis for exponentially large dimensional data	31
Physics-informed neural wavefields with Gabor basis functions	31
Multi-node knowledge graph assisted distributed fault detection for large-scale industrial processes based on graph attention network and bidirectional LSTMs	31
Dense Residual Network: Enhancing global dense feature flow for character recognition	31

Structural deep multi-view clustering with integrated abstraction and detail	31
Adaptive Decision Spatio-temporal neural ODE for traffic flow forecasting with Multi-Kernel Temporal Dynamic Dilation Convolution	31
Computational reproductions of external force field adaption without assuming desired trajectories	31
LFighter: Defending against the label-flipping attack in federated learning	31
Human–Object Interaction detection via Global Context and Pairwise-level Fusion Features Integration	30
Learning shared template representation with augmented feature for multi-object pose estimation	30
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	30
Adv-BDPM: Adversarial attack based on Boundary Diffusion Probability Model	30
Adversarial infrared blocks: A multi-view black-box attack to thermal infrared detectors in physical world	30
Unsupervised Domain Adaptation with Asymmetrical Margin Disparity loss and Outlier Sample Extraction	30
Data-driven learning of chaotic dynamical systems using Discrete-Temporal Sobolev Networks	29
Generalized robust loss functions for machine learning	29
Low dimensional approximation and generalization of multivariate functions on smooth manifolds using deep ReLU neural networks	29
Heterogeneous graph convolutional network for multi-view semi-supervised classification	29
Deep Isotonic Embedding Network: A flexible Monotonic Neural Network	29
MV-SHIF: Multi-view symmetric hypothesis inference fusion network for emotion-cause pair extraction in documents	29
Rectify representation bias in vision-language models for long-tailed recognition	29
Tell me your position: Distantly supervised biomedical entity relation extraction using entity position marker	29
Parallel orthogonal deep neural network	28
Smoothing inertial neurodynamic approach for sparse signal reconstruction via	28
Tumor attention networks: Better feature selection, better tumor segmentation	28
Exponential quasi-synchronization of coupled delayed memristive neural networks via intermittent event-triggered control	28
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning	27
Plane coexistence behaviors for Hopfield neural network with two-memristor-interconnected neurons	27
Enhancement, integration, expansion: Activating representation of detailed features for occluded person re-identification	27
Mutual Correlation Network for few-shot learning	27
Strangeness-driven exploration in multi-agent reinforcement learning	27
Synchronization of memristive neural networks with unknown parameters via event-triggered adaptive control	27
Multiple asymptotical ω-periodicity of fractional-order delayed neur	27
Candidate region aware nested named entity recognition	27
Stochastic quasi-synchronization of heterogeneous delayed impulsive dynamical networks via single impulsive control	27
InfraNet: Accurate forehead temperature measurement framework for people in the wild with monocular thermal infrared camera	27
TigeCMN: On exploration of temporal interaction graph embedding via Coupled Memory Neural Networks	27
G2ViT: Graph Neural Network-Guided Vision Transformer Enhanced Network for retinal vessel and coronary angiograph segmentation	27
Adaptive sampling artificial-actual control for non-zero-sum games of constrained systems	26
Attention-based Sparse and Collaborative Spectral Abundance Learning for Hyperspectral Subpixel Target Detection	26
Context and detail interaction network for stereo rain streak and raindrop removal	26
Graph convolutional network with tree-guided anisotropic message passing	26
Cross-modal guiding and reweighting network for multi-modal RSVP-based target detection	26
GeneWorker: An end-to-end robotic reinforcement learning approach with collaborative generator and worker networks	26
Reinforced mixture learning	26
Automatic, dynamic, and nearly optimal learning rate specification via local quadratic approximation	26
Enhancing Graph Neural Networks by a High-quality Aggregation of Beneficial Information	26
Contrastive encoder pre-training-based clustered federated learning for heterogeneous data	26
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	25
Enhancing neurodynamic approach with physics-informed neural networks for solving non-smooth convex optimization problems	25
DEBI-NN: Distance-encoding biomorphic-informational neural networks for minimizing the number of trainable parameters	25
Theoretical limits on the speed of learning inverse models explain the rate of adaptation in arm reaching tasks	25
LaenNet: Learning robust GCNs by propagating labels	25
Adaptive event-triggered extended dissipative synchronization of delayed reaction–diffusion neural networks under deception attacks	25
Dual self-paced multi-view clustering	25
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	25
Lower and upper bounds for numbers of linear regions of graph convolutional networks	25
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	25
Memristor-based spiking neural network with online reinforcement learning	25
Enhanced regularization for on-chip training using analog and temporary memory weights	25
Comprehensive mining of information in Weakly Supervised Semantic Segmentation: Saliency semantics and edge semantics	25
FOESO-Net: A specific neural network for fast sensorless robot manipulator torque estimation	25
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	25
Decoding emotion with phase–amplitude fusion features of EEG functional connectivity network	24
Refined UNet v3: Efficient end-to-end patch-wise network for cloud and shadow segmentation with multi-channel spectral features	24
Towards improving fast adversarial training in multi-exit network	24
Optimal attention tuning in a neuro-computational model of the visual cortex–basal ganglia–prefrontal cortex loop	24
Multi-view subspace clustering via adaptive graph learning and late fusion alignment	24
PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing	24
An end-to-end bi-objective approach to deep graph partitioning	24
3D graph neural network with few-shot learning for predicting drug–drug interactions in scaffold-based cold start scenario	24
A Dual-Dimer method for training physics-constrained neural networks with minimax architecture	24
Towards global neural network abstractions with locally-exact reconstruction	24
Using top-down modulation to optimally balance shared versus separated task representations	24
Enhancing SNN-based spatio-temporal learning: A benchmark dataset and Cross-Modality Attention model	24
Golden subject is everyone: A subject transfer neural network for motor imagery-based brain computer interfaces	23
A CNN model embedded with local feature knowledge and its application to time-varying signal classification	23
HiAM: A Hierarchical Attention based Model for knowledge graph multi-hop reasoning	23
Backdoor attacks on unsupervised graph representation learning	23
Fast writer adaptation with style extractor network for handwritten text recognition	23
TACN: A Topical Adversarial Capsule Network for textual network embedding	23
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	23
A digital neuromorphic system for working memory based on spiking neuron-astrocyte network	23
Face Omron Ring: Proactive defense against face forgery with identity awareness	23
Efficient correntropy-based multi-view clustering with anchor graph embedding	22
Neural dynamics and seizure correlations: Insights from neural mass models in a Tetanus Toxin rat model of epilepsy	22
Near-optimal learning of Banach-valued, high-dimensional functions via deep neural networks	22
An exact mapping from ReLU networks to spiking neural networks	22
Evolved explainable classifications for lymph node metastases	22
Event-based master–slave synchronization of complex-valued neural networks via pinning impulsive control	22
A delay-robust method for enhanced real-time reinforcement learning	22
RBP-DIP: Residual back projection with deep image prior for ill-posed CT reconstruction	22
Sequential safe feature elimination rule for L	22
Epistemic uncertainty quantification in deep learning classification by the Delta method	22
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	22
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	22
Predicting progression of Alzheimer’s disease using forward-to-backward bi-directional network with integrative imputation	22
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	22
Universality of gradient descent neural network training	22