Neural Networks

Article	Citations
CURRENT EVENTS	333
Stabilizing sequence learning in stochastic spiking networks with GABA-Modulated STDP	249
Chaotic recurrent neural networks for brain modelling: A review	248
CS-QCFS: Bridging the performance gap in ultra-low latency spiking neural networks	246
Analysis of medical images super-resolution via a wavelet pyramid recursive neural network constrained by wavelet energy entropy	232
Progressive Neighbor-masked Contrastive Learning for Fusion-style Deep Multi-view Clustering	212
Event-triggered hybrid impulsive control for synchronization of fractional-order multilayer signed networks under cyber attacks	147
Leveraging hierarchy in multimodal generative models for effective cross-modality inference	145
Disturbance rejection for multi-weighted complex dynamical networks with actuator saturation and deception attacks via hybrid-triggered mechanism	137
Exploring phase–amplitude coupling from primary motor cortex-basal ganglia–thalamus network model	137
Fading memory echo state networks are universal	133
Editorial Board	129
CURRENT EVENTS	106
Neural network-based dynamic target enclosing control for uncertain nonlinear multi-agent systems over signed networks	105
Promises and perils of using Transformer-based models for SE research	99
Explicitly diverse visual question generation	96
Adaptive discrete-time neural prescribed performance control: A safe control approach	93
Rethinking the optimization objective for transferable adversarial examples from a fuzzy perspective	90
vEpiNet: A multimodal interictal epileptiform discharge detection method based on video and electroencephalogram data	90
Announcement of the Neural Networks Best Paper Award	87
An explainable artificial intelligence approach to spatial navigation based on hippocampal circuitry	87
H∞	85
A surge of submissions	83
Noncompact uniform universal approximation	81
Efficient spiking neural network design via neural architecture search	81

Editorial Board	78
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	78
Rapid learning of spatial representations for goal-directed navigation based on a novel model of hippocampal place fields	77
NN/ENNS/JNNS - Membership Applic. Form	77
Leveraging joint incremental learning objective with data ensemble for class incremental learning	77
Editorial Board	75
List of Editorial Board Members	72
INN/ENNS/JNNS - Membership Applic. Form	72
SepNet: A neural network for directionally correlated data	71
Editorial Board	70
List of Editorial Board Members	67
Editorial Board	67
Nostradamus: A novel event propagation prediction approach with spatio-temporal characteristics in non-Euclidean space	66
Editorial Board	66
INN/ENNS/JNNS - Membership Applic. Form	65
Learning to recognize while learning to speak: Self-supervision and developing a speaking motor	65
Approximation of classifiers by deep perceptron networks	65
Current Events	64
All by Myself: Learning individualized competitive behavior with a contrastive reinforcement learning optimization	64
Blockwise compression of transformer-based models without retraining	64
INN/ENNS/JNNS - Membership Applic. Form	62
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data	61
An interaction-modeling mechanism for context-dependent Text-to-SQL translation based on heterogeneous graph aggregation	61
Value iteration for streaming data on a continuous space with gradient method in an RKHS	60
Spatial information transfer in hippocampal place cells depends on trial-to-trial variability, symmetry of place-field firing, and biophysical heterogeneities	60
Current Events	60
Mitigate forgetting in few-shot class-incremental learning using different image views	60
INN/ENNS/JNNS - Membership Applic. Form	60
Measuring multivariate phase synchronization with symbolization and permutation	59
Quantized minimum error entropy with fiducial points for robust regression	58
Reward prediction-errors weighted by cue salience produces addictive behaviours in simulations, with asymmetrical learning and steeper delay discounting	57
Continual pre-training mitigates forgetting in language and vision	56
Three approaches to facilitate invariant neurons and generalization to out-of-distribution orientations and illuminations	56
Editorial Board	56
RegraphGAN: A graph generative adversarial network model for dynamic network anomaly detection	56
A meta-framework for multi-label active learning based on deep reinforcement learning	55
Graph-based social relation inference with multi-level conditional attention	54
Human–Object Interaction detection via Global Context and Pairwise-level Fusion Features Integration	54
DMPP: Differentiable multi-pruner and predictor for neural network pruning	53
LDCNet: Lightweight dynamic convolution network for laparoscopic procedures image segmentation	53
TigeCMN: On exploration of temporal interaction graph embedding via Coupled Memory Neural Networks	53
Adversarial infrared blocks: A multi-view black-box attack to thermal infrared detectors in physical world	53
H∞	52
Directional intermodular coupling enriches functional complexity in biological neuronal networks	52
Aligning the domains in cross domain model inversion attack	52
A discrete convolutional network for entity relation extraction	52
Spectral adversarial attack on graph via node injection	51
Solving classification tasks by a receptron based on nonlinear optical speckle fields	50
Recovering Permuted Sequential Features for effective Reinforcement Learning	50
TSOM: Small object motion detection neural network inspired by avian visual circuit	50

Editorial Board	49
HiddenSinger: High-quality singing voice synthesis via neural audio codec and latent diffusion models	49
Synchronization of time-delay dynamical networks via hybrid delayed impulses	49
Tensorial multiview low-rank high-order graph learning for context-enhanced domain adaptation	48
Personalized multi-head self-attention network for news recommendation	48
Bio-inspired deep neural local acuity and focus learning for visual image recognition	48
Skill matters: Dynamic skill learning for multi-agent cooperative reinforcement learning	48
Multitype view of knowledge contrastive learning for recommendation	48
A general adaptive unsupervised feature selection with auto-weighting	48
Deep fuzzy physics-informed neural networks for forward and inverse PDE problems	48
Salience Interest Option: Temporal abstraction with salience interest functions	47
Switching ETM-based neural adaptive output feedback control for nonaffine stochastic MIMO nonlinear systems subject to deferred constraint	47
Interaction-knowledge semantic alignment for recommendation	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
Efficient correntropy-based multi-view clustering with anchor graph embedding	46
INN/ENNS/JNNS - Membership Applic. Form	46
Any region can be perceived equally and effectively on rotation pretext task using full rotation and weighted-region mixture	46
Dual self-paced multi-view clustering	46
Learning dynamic graph representations through timespan view contrasts	45
Flexibly regularized mixture models and application to image segmentation	45
Differentiating brain states via multi-clip random fragment strategy-based interactive bidirectional recurrent neural network	45
RASP: Regularization-based Amplitude Saliency Pruning	45
Editorial Board	45
Bidirectionally self-normalizing neural networks	45
Instantaneous estimation of momentary affective responses using neurophysiological signals and a spatiotemporal emotional intensity regression network	44
Discriminative multimodal learning via conditional priors in generative models	44
INN/ENNS/JNNS - Membership Applic. Form	44
A whole brain probabilistic generative model: Toward realizing cognitive architectures for developmental robots	44
Fixed-time synchronization of complex-valued neural networks for image protection and 3D point cloud information protection	44
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	43
CURRENT EVENTS	43
DualAttlog: Context aware dual attention networks for log-based anomaly detection	43
Deep graph representation learning for influence maximization with accelerated inference	43
Beyond multilayer perceptrons: Investigating complex topologies in neural networks	43
SpikeSEE: An energy-efficient dynamic scenes processing framework for retinal prostheses	42
INN/ENNS/JNNS - Membership Applic. Form	42
ECCT: Efficient Contrastive Clustering via Pseudo-Siamese Vision Transformer and Multi-view Augmentation	42
Contrastive self-representation learning for data clustering	42
Towards a rigorous analysis of mutual information in contrastive learning	42
Multi-scale Attention Convolutional Neural Network for time series classification	42
DECNet: Dense embedding contrast for unsupervised semantic segmentation	42
Randomized algorithms for large-scale dictionary learning	41
Event-triggered H∞	41
BalanceHRNet: An effective network for bottom-up human pose estimation	40
An architecture entropy regularizer for differentiable neural architecture search	40
Weighted Incremental–Decremental Support Vector Machines for concept drift with shifting window	40
Improving data augmentation for low resource speech-to-text translation with diverse paraphrasing	40
Explainable hybrid word representations for sentiment analysis of financial news	38
Spatial–temporal recurrent reinforcement learning for autonomous ships	38
Attributes learning network for generalized zero-shot learning	38
A computationally efficient and robust looming perception model based on dynamic neural field	38
Reduced-complexity Convolutional Neural Network in the compressed domain	38
Equivalent-input-disturbance estimator-based event-triggered control design for master–slave neural networks	38
Attractors for Hopfield lattice model in weighted spaces	38
Novel criteria for global robust stability of dynamical neural networks with multiple time delays	38
Adams-based hierarchical features fusion network for image dehazing	37
DPGCL: Dual pass filtering based graph contrastive learning	37
Mathematical expression recognition using a new deep neural model	37
Improving transparency and representational generalizability through parallel continual learning	37
An informative dual ForkNet for video anomaly detection	37
Learning shared template representation with augmented feature for multi-object pose estimation	36
Multi-node knowledge graph assisted distributed fault detection for large-scale industrial processes based on graph attention network and bidirectional LSTMs	36
MaskLayer: Enabling scalable deep learning solutions by training embedded feature sets	36
Physics-informed neural wavefields with Gabor basis functions	36
Enhanced deep unrolling networks for snapshot compressive hyperspectral imaging	36
Adv-BDPM: Adversarial attack based on Boundary Diffusion Probability Model	36
Computational reproductions of external force field adaption without assuming desired trajectories	36
Deep Isotonic Embedding Network: A flexible Monotonic Neural Network	35
Rectify representation bias in vision-language models for long-tailed recognition	35
Tell me your position: Distantly supervised biomedical entity relation extraction using entity position marker	35
Heterogeneous graph convolutional network for multi-view semi-supervised classification	35
Low dimensional approximation and generalization of multivariate functions on smooth manifolds using deep ReLU neural networks	35
Data-driven learning of chaotic dynamical systems using Discrete-Temporal Sobolev Networks	35
Exponential quasi-synchronization of coupled delayed memristive neural networks via intermittent event-triggered control	34
Mutual Correlation Network for few-shot learning	34
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning	34
Parallel orthogonal deep neural network	34
InfraNet: Accurate forehead temperature measurement framework for people in the wild with monocular thermal infrared camera	34
MV-SHIF: Multi-view symmetric hypothesis inference fusion network for emotion-cause pair extraction in documents	34

Smoothing inertial neurodynamic approach for sparse signal reconstruction via	34
Plane coexistence behaviors for Hopfield neural network with two-memristor-interconnected neurons	34
Candidate region aware nested named entity recognition	33
Automatic, dynamic, and nearly optimal learning rate specification via local quadratic approximation	33
Multiple asymptotical ω-periodicity of fractional-order delayed neur	33
Adaptive sampling artificial-actual control for non-zero-sum games of constrained systems	33
G2ViT: Graph Neural Network-Guided Vision Transformer Enhanced Network for retinal vessel and coronary angiograph segmentation	33
Enhancing Graph Neural Networks by a High-quality Aggregation of Beneficial Information	33
GeneWorker: An end-to-end robotic reinforcement learning approach with collaborative generator and worker networks	32
Comprehensive mining of information in Weakly Supervised Semantic Segmentation: Saliency semantics and edge semantics	32
Enhancing neurodynamic approach with physics-informed neural networks for solving non-smooth convex optimization problems	32
Contrastive encoder pre-training-based clustered federated learning for heterogeneous data	32
Graph convolutional network with tree-guided anisotropic message passing	32
DEBI-NN: Distance-encoding biomorphic-informational neural networks for minimizing the number of trainable parameters	32
Context and detail interaction network for stereo rain streak and raindrop removal	32
Reinforced mixture learning	32
FOESO-Net: A specific neural network for fast sensorless robot manipulator torque estimation	32
Theoretical limits on the speed of learning inverse models explain the rate of adaptation in arm reaching tasks	31
Using top-down modulation to optimally balance shared versus separated task representations	31
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	31
Towards global neural network abstractions with locally-exact reconstruction	31
Lower and upper bounds for numbers of linear regions of graph convolutional networks	31
PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing	31
LaenNet: Learning robust GCNs by propagating labels	31
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	31
Towards improving fast adversarial training in multi-exit network	31
3D graph neural network with few-shot learning for predicting drug–drug interactions in scaffold-based cold start scenario	31
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	30
Optimal attention tuning in a neuro-computational model of the visual cortex–basal ganglia–prefrontal cortex loop	30
TACN: A Topical Adversarial Capsule Network for textual network embedding	30
Enhancing SNN-based spatio-temporal learning: A benchmark dataset and Cross-Modality Attention model	30
Face Omron Ring: Proactive defense against face forgery with identity awareness	30
An end-to-end bi-objective approach to deep graph partitioning	30
Backdoor attacks on unsupervised graph representation learning	29
Transition dynamics and optogenetic controls of generalized periodic epileptiform discharges	29
Neural dynamics and seizure correlations: Insights from neural mass models in a Tetanus Toxin rat model of epilepsy	29
Golden subject is everyone: A subject transfer neural network for motor imagery-based brain computer interfaces	29
A digital neuromorphic system for working memory based on spiking neuron-astrocyte network	29
RBP-DIP: Residual back projection with deep image prior for ill-posed CT reconstruction	29
Fast writer adaptation with style extractor network for handwritten text recognition	29
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	29
A delay-robust method for enhanced real-time reinforcement learning	29
Sequential safe feature elimination rule for L	28
Universality of gradient descent neural network training	28
Using source data to aid and build variational state–space autoencoders with sparse target data for process monitoring	28
Evolved explainable classifications for lymph node metastases	28
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	28
A hybridization of distributed policy and heuristic augmentation for improving federated learning approach	28
Corrigendum to “Fractional-order discontinuous systems with indefinite LKFs: An application to fractional-order neural networks with time delays” [Neural Networks 145 (2022) 319–330]	28
Near-optimal learning of Banach-valued, high-dimensional functions via deep neural networks	28
An exact mapping from ReLU networks to spiking neural networks	28
Event-triggered impulsive quasi-synchronization for BAM neural networks with reliable redundant channel	28
Active sensing with artificial neural networks	27
Multi-agent Continuous Control with Generative Flow Networks	27
Paradoxical sensory reactivity induced by functional disconnection in a robot model of neurodevelopmental disorder	27
Egoism, utilitarianism and egalitarianism in multi-agent reinforcement learning	27
Lag projective synchronization of discrete-time fractional-order quaternion-valued neural networks with time delays	27
Exploring better sparsely annotated shadow detection	27
Self-supervised Learning for DNA sequences with circular dilated convolutional networks	27
Extracting and inserting knowledge into stacked denoising auto-encoders	27
Optimistic sequential multi-agent reinforcement learning with motivational communication	27
Triplet-aware graph neural networks for factorized multi-modal knowledge graph entity alignment	27
Advanced optimal tracking integrating a neural critic technique for asymmetric constrained zero-sum games	27
Top-down generation of low-resolution representations improves visual perception and imagination	26
Memristor-based circuit design of episodic memory neural network and its application in hurricane category prediction	26
T-distributed Stochastic Neighbor Network for unsupervised representation learning	26
A fast saddle-point dynamical system approach to robust deep learning	26
Bridging the gap with grad: Integrating active learning into semi-supervised domain generalization	26
Nonclosedness of sets of neural networks in Sobolev spaces	26
Expressive power of ReLU and step networks under floating-point operations	26
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	26
Probabilistic learning vector quantization on manifold of symmetric positive definite matrices	26
Investigating navigation strategies in the Morris Water Maze through deep reinforcement learning	26
Neural Q-learning for discrete-time nonlinear zero-sum games with adjustable convergence rate	26
PSAR-SR: Patches separation and artifacts removal for improving super-resolution networks	26
Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection	26
Learning to reweight examples in multi-label classification	25
Spiking generative adversarial network with attention scoring decoding	25
A novel fractional-order memristive Hopfield neural network for traveling salesman problem and its FPGA implementation	25
Heterogeneous coexisting attractors, large-scale amplitude control and finite-time synchronization of central cyclic memristive neural networks	25
Smooth dendrite morphological neurons	25
Threshold learning algorithm for memristive neural network with binary switching behavior	25
On energy complexity of fully-connected layers	25
A lightweight and gradient-stable neural layer	25
Generative subgoal oriented multi-agent reinforcement learning through potential field	25
Structure enhanced prototypical alignment for unsupervised cross-domain node classification	25
Effective and direct control of neural TTS prosody by removing interactions between different attributes	24
Manifold-based Shapley explanations for high dimensional correlated features	24
Neural feedback facilitates rough-to-fine information retrieval	24
How to handle noisy labels for robust learning from uncertainty	24
Adaptive ambiguity-aware weighting for multi-label recognition with limited annotations	24
Riemannian manifold-based disentangled representation learning for multi-site functional connectivity analysis	24
Efficient learning with augmented spikes: A case study with image classification	24
Exponential passivity of discrete-time switched neural networks with transmission delays via an event-triggered sliding mode control	24
Cortical circuits for top-down control of perceptual grouping	24