Neural Networks

Article	Citations
Computational reproductions of external force field adaption without assuming desired trajectories	282
Self-supervised Learning for DNA sequences with circular dilated convolutional networks	219
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	216
CreINNS: Credal-Set Interval neural networks for uncertainty estimation in classification tasks	210
Analysis of medical images super-resolution via a wavelet pyramid recursive neural network constrained by wavelet energy entropy	203
GeneWorker: An end-to-end robotic reinforcement learning approach with collaborative generator and worker networks	179
A novel fractional-order memristive Hopfield neural network for traveling salesman problem and its FPGA implementation	122
Progressive Neighbor-masked Contrastive Learning for Fusion-style Deep Multi-view Clustering	113
Early stopping by correlating online indicators in neural networks	112
Multi-view subspace clustering via adaptive graph learning and late fusion alignment	110
FastGAE: Scalable graph autoencoders with stochastic subgraph decoding	108
Multi-view Teacher–Student Network	105
On the Kolmogorov neural networks	101
Towards global neural network abstractions with locally-exact reconstruction	93
Adaptive neural network asymptotic tracking control for nonstrict feedback stochastic nonlinear systems	92
Filter pruning for convolutional neural networks in semantic image segmentation	86
Spatial reconstructed local attention Res2Net with F0 subband for fake speech detection	82
Structure enhanced deep clustering network via a weighted neighbourhood auto-encoder	80
Finite-time cluster synchronization for complex dynamical networks under FDI attack: A periodic control approach	80
CURRENT EVENTS	73
Editorial Board	73
Achieving efficient interpretability of reinforcement learning via policy distillation and selective input gradient regularization	70
Evolved explainable classifications for lymph node metastases	70
MV-SHIF: Multi-view symmetric hypothesis inference fusion network for emotion-cause pair extraction in documents	68
Expressive power of ReLU and step networks under floating-point operations	68

vEpiNet: A multimodal interictal epileptiform discharge detection method based on video and electroencephalogram data	67
Adversarial infrared blocks: A multi-view black-box attack to thermal infrared detectors in physical world	67
Neural Q-learning for discrete-time nonlinear zero-sum games with adjustable convergence rate	66
A lightweight and gradient-stable neural layer	64
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	64
Announcement of the Neural Networks Best Paper Award	61
Boosting adversarial robustness via self-paced adversarial training	61
Using top-down modulation to optimally balance shared versus separated task representations	60
Spiking generative adversarial network with attention scoring decoding	60
Smoothing inertial neurodynamic approach for sparse signal reconstruction via	59
Towards efficient network compression via Few-Shot Slimming	59
Adams-based hierarchical features fusion network for image dehazing	57
Neural feedback facilitates rough-to-fine information retrieval	57
Using source data to aid and build variational state–space autoencoders with sparse target data for process monitoring	55
A surge of submissions	55
Efficient spiking neural network design via neural architecture search	54
Data-driven learning of chaotic dynamical systems using Discrete-Temporal Sobolev Networks	51
Noncompact uniform universal approximation	51
Advanced optimal tracking integrating a neural critic technique for asymmetric constrained zero-sum games	51
Graph-based social relation inference with multi-level conditional attention	51
Structure enhanced prototypical alignment for unsupervised cross-domain node classification	50
Adversarial Lagrangian integrated contrastive embedding for limited size datasets	49
Memristor-based spiking neural network with online reinforcement learning	49
WDMNet: Modeling diverse variations of regional wind speed for multi-step predictions	49
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning	48
Oblique and rotation double random forest	48
Greedy auto-augmentation for n-shot learning using deep neural networks	48
A fast saddle-point dynamical system approach to robust deep learning	48
Enhancement, integration, expansion: Activating representation of detailed features for occluded person re-identification	47
Enhanced deep unrolling networks for snapshot compressive hyperspectral imaging	47
Synergetic learning structure-based neuro-optimal fault tolerant control for unknown nonlinear systems	46
Exploring phase–amplitude coupling from primary motor cortex-basal ganglia–thalamus network model	45
Finite-time consensus control for multi-agent systems with full-state constraints and actuator failures	45
INN/ENNS/JNNS - Membership Applic. Form	44
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data	44
InfraNet: Accurate forehead temperature measurement framework for people in the wild with monocular thermal infrared camera	44
An interaction-modeling mechanism for context-dependent Text-to-SQL translation based on heterogeneous graph aggregation	44
Optimal attention tuning in a neuro-computational model of the visual cortex–basal ganglia–prefrontal cortex loop	44
Multi-view spectral clustering via common structure maximization of local and global representations	44
INN/ENNS/JNNS - Membership Applic. Form	43
Current Events	43
Spatial information transfer in hippocampal place cells depends on trial-to-trial variability, symmetry of place-field firing, and biophysical heterogeneities	43
Value iteration for streaming data on a continuous space with gradient method in an RKHS	43
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	42
TACN: A Topical Adversarial Capsule Network for textual network embedding	42
Mitigate forgetting in few-shot class-incremental learning using different image views	42
Enhanced regularization for on-chip training using analog and temporary memory weights	42
Graph convolutional network with tree-guided anisotropic message passing	42
Measuring multivariate phase synchronization with symbolization and permutation	42
Quantized minimum error entropy with fiducial points for robust regression	41

Synergetic learning for unknown nonlinear H	41
Reward prediction-errors weighted by cue salience produces addictive behaviours in simulations, with asymmetrical learning and steeper delay discounting	41
Editorial Board	40
Enhancing neurodynamic approach with physics-informed neural networks for solving non-smooth convex optimization problems	40
Epistemic uncertainty quantification in deep learning classification by the Delta method	40
Adv-BDPM: Adversarial attack based on Boundary Diffusion Probability Model	40
Compression of Deep Neural Networks based on quantized tensor decomposition to implement on reconfigurable hardware platforms	39
Mutual Correlation Network for few-shot learning	39
Novel optimal trajectory tracking for nonlinear affine systems with an advanced critic learning structure	39
DEBI-NN: Distance-encoding biomorphic-informational neural networks for minimizing the number of trainable parameters	39
Low dimensional approximation and generalization of multivariate functions on smooth manifolds using deep ReLU neural networks	39
LaenNet: Learning robust GCNs by propagating labels	39
Continual pre-training mitigates forgetting in language and vision	38
Attention-based random forest and contamination model	38
Context and detail interaction network for stereo rain streak and raindrop removal	38
Classification of DBS microelectrode recordings using a residual neural network with attention in the temporal domain	38
Physics-informed neural wavefields with Gabor basis functions	38
Egoism, utilitarianism and egalitarianism in multi-agent reinforcement learning	38
LFighter: Defending against the label-flipping attack in federated learning	38
A transformer-based deep neural network model for SSVEP classification	38
Estimating heading from optic flow: Comparing deep learning network and human performance	38
Fast writer adaptation with style extractor network for handwritten text recognition	37
Generalized robust loss functions for machine learning	37
State bounding for fuzzy memristive neural networks with bounded input disturbances	37
RegraphGAN: A graph generative adversarial network model for dynamic network anomaly detection	37
A continuous-time neurodynamic approach and its discretization for distributed convex optimization over multi-agent systems	37
How to handle noisy labels for robust learning from uncertainty	37
STACoRe: Spatio-temporal and action-based contrastive representations for reinforcement learning in Atari	37
Probabilistic learning vector quantization on manifold of symmetric positive definite matrices	36
Three approaches to facilitate invariant neurons and generalization to out-of-distribution orientations and illuminations	36
Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics	36
DAPath: Distance-aware knowledge graph reasoning based on deep reinforcement learning	36
Event-triggered impulsive quasi-synchronization for BAM neural networks with reliable redundant channel	35
Efficient learning with augmented spikes: A case study with image classification	35
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]	35
Stacked attention hourglass network based robust facial landmark detection	35
A comparative analysis of multi-biometrics performance in human and action recognition using silhouette thermal-face and skeletal data	35
Editorial Board	35
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	35
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	35
Human–Object Interaction detection via Global Context and Pairwise-level Fusion Features Integration	34
NN/ENNS/JNNS - Membership Applic. Form	34
Leveraging joint incremental learning objective with data ensemble for class incremental learning	33
Topological biclustering ARTMAP for identifying within bicluster relationships	33
Editorial Board	33
Rapid learning of spatial representations for goal-directed navigation based on a novel model of hippocampal place fields	33
Quantum-inspired canonical correlation analysis for exponentially large dimensional data	32
A dynamical model of visual motion processing for arbitrary stimuli including type II plaids	32
Neural extraction of multiscale essential structure for network dismantling	32
Current Events	32
List of Editorial Board Members	32
Smooth dendrite morphological neurons	32
μ-law SGAN for generating spectra with more details in speech enhan	32
Paradoxical sensory reactivity induced by functional disconnection in a robot model of neurodevelopmental disorder	32
Editorial Board	31
Nostradamus: A novel event propagation prediction approach with spatio-temporal characteristics in non-Euclidean space	31
SepNet: A neural network for directionally correlated data	31
Editorial Board	31
List of Editorial Board Members	31
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	31
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	31
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	31
Generating post-hoc explanations for Skip-gram-based node embeddings by identifying important nodes with bridgeness	31
Improving few-shot relation extraction through semantics-guided learning	31
Editorial Board	31
INN/ENNS/JNNS - Membership Applic. Form	31
Multi-agent Continuous Control with Generative Flow Networks	31
Reinforced mixture learning	30
Approximation of classifiers by deep perceptron networks	30
LDCNet: Lightweight dynamic convolution network for laparoscopic procedures image segmentation	30
INN/ENNS/JNNS - Membership Applic. Form	30
All by Myself: Learning individualized competitive behavior with a contrastive reinforcement learning optimization	30
Learning to recognize while learning to speak: Self-supervision and developing a speaking motor	30
Improving transparency and representational generalizability through parallel continual learning	30
Deep Isotonic Embedding Network: A flexible Monotonic Neural Network	30
Bridging the gap with grad: Integrating active learning into semi-supervised domain generalization	29
Cortical circuits for top-down control of perceptual grouping	29
Blockwise compression of transformer-based models without retraining	29
A dynamical neural network approach for solving stochastic two-player zero-sum games	29
Improving domain generalization by hybrid domain attention and localized maximum sensitivity	29

Current Events	29
DMPP: Differentiable multi-pruner and predictor for neural network pruning	28
Aligning the domains in cross domain model inversion attack	28
Episodic memory governs choices: An RNN-based reinforcement learning model for decision-making task	28
Channel reflection: Knowledge-driven data augmentation for EEG-based brain–computer interfaces	28
Neurodynamic approaches for sparse recovery problem with linear inequality constraints	28
TigeCMN: On exploration of temporal interaction graph embedding via Coupled Memory Neural Networks	28
Intellectual assessment of amyotrophic lateral sclerosis using deep resemble forward neural network	28
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	28
On energy complexity of fully-connected layers	28
Sequential safe feature elimination rule for L	28
A hybridization of distributed policy and heuristic augmentation for improving federated learning approach	28
Heterogeneous graph convolutional network for multi-view semi-supervised classification	28
Memristor-based circuit design of episodic memory neural network and its application in hurricane category prediction	28
Threshold learning algorithm for memristive neural network with binary switching behavior	27
Extracting and inserting knowledge into stacked denoising auto-encoders	27
Switching ETM-based neural adaptive output feedback control for nonaffine stochastic MIMO nonlinear systems subject to deferred constraint	27
Deep neural network-based generalized sidelobe canceller for dual-channel far-field speech recognition	27
Learning shared template representation with augmented feature for multi-object pose estimation	27
One-shot many-to-many facial reenactment using Bi-Layer Graph Convolutional Networks	27
Synchronization of memristive neural networks with unknown parameters via event-triggered adaptive control	27
Sinogram upsampling using Primal–Dual UNet for undersampled CT and radial MRI reconstruction	26
Tell me your position: Distantly supervised biomedical entity relation extraction using entity position marker	26
Multi-node knowledge graph assisted distributed fault detection for large-scale industrial processes based on graph attention network and bidirectional LSTMs	26
Universality of gradient descent neural network training	26
Salience Interest Option: Temporal abstraction with salience interest functions	25
A syntactic evidence network model for fact verification	25
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	25
Adaptive sampling artificial-actual control for non-zero-sum games of constrained systems	25
INN/ENNS/JNNS - Membership Applic. Form	25
Dense Residual Network: Enhancing global dense feature flow for character recognition	25
Towards improving fast adversarial training in multi-exit network	25
Attention-based Sparse and Collaborative Spectral Abundance Learning for Hyperspectral Subpixel Target Detection	25
Refined UNet v3: Efficient end-to-end patch-wise network for cloud and shadow segmentation with multi-channel spectral features	24
G2ViT: Graph Neural Network-Guided Vision Transformer Enhanced Network for retinal vessel and coronary angiograph segmentation	24
Theoretical limits on the speed of learning inverse models explain the rate of adaptation in arm reaching tasks	24
A Dual-Dimer method for training physics-constrained neural networks with minimax architecture	24
A survey on modern trainable activation functions	24
Top-down generation of low-resolution representations improves visual perception and imagination	24
Learning dynamic graph representations through timespan view contrasts	24
Nonclosedness of sets of neural networks in Sobolev spaces	24
Self-supervised contrastive graph representation with node and graph augmentation	24
Any region can be perceived equally and effectively on rotation pretext task using full rotation and weighted-region mixture	24
Editorial Board	24
Meta-learning, social cognition and consciousness in brains and machines	24
Exponential quasi-synchronization of coupled delayed memristive neural networks via intermittent event-triggered control	24
Time series (re)sampling using Generative Adversarial Networks	23
Disturbance rejection for multi-weighted complex dynamical networks with actuator saturation and deception attacks via hybrid-triggered mechanism	23
MaskLayer: Enabling scalable deep learning solutions by training embedded feature sets	23
Flexibly regularized mixture models and application to image segmentation	23
Parallel orthogonal deep neural network	23
Fully corrective gradient boosting with squared hinge: Fast learning rates and early stopping	23
Bidirectionally self-normalizing neural networks	23
Differentiating brain states via multi-clip random fragment strategy-based interactive bidirectional recurrent neural network	23
Deep-Hook: A trusted deep learning-based framework for unknown malware detection and classification in Linux cloud environments	23
Deterministic learning-based neural network control with adaptive phase compensation	23
Enhancing Graph Neural Networks by a High-quality Aggregation of Beneficial Information	23
Effective and direct control of neural TTS prosody by removing interactions between different attributes	23
RASP: Regularization-based Amplitude Saliency Pruning	23
An explainable artificial intelligence approach to spatial navigation based on hippocampal circuitry	23
Transition dynamics and optogenetic controls of generalized periodic epileptiform discharges	22
H∞	22
Unsupervised Domain Adaptation with Asymmetrical Margin Disparity loss and Outlier Sample Extraction	22
Active sensing with artificial neural networks	22
QTTNet: Quantized tensor train neural networks for 3D object and video recognition	22
Multiple asymptotical ω-periodicity of fractional-order delayed neur	22
Exponential passivity of discrete-time switched neural networks with transmission delays via an event-triggered sliding mode control	22
Observer-based dynamical pattern recognition via deterministic learning	22
Brain-inspired meta-reinforcement learning cognitive control in conflictual inhibition decision-making task for artificial agents	22
Strangeness-driven exploration in multi-agent reinforcement learning	21
Discriminative multimodal learning via conditional priors in generative models	21
A whole brain probabilistic generative model: Toward realizing cognitive architectures for developmental robots	21
Enhancing SNN-based spatio-temporal learning: A benchmark dataset and Cross-Modality Attention model	21
Rectify representation bias in vision-language models for long-tailed recognition	21
Event-triggered hybrid impulsive control for synchronization of fractional-order multilayer signed networks under cyber attacks	21
Beyond multilayer perceptrons: Investigating complex topologies in neural networks	21
Information Aware max-norm Dirichlet networks for predictive uncertainty estimation	21
Structural deep multi-view clustering with integrated abstraction and detail	21
INN/ENNS/JNNS - Membership Applic. Form	21
CURRENT EVENTS	21
Invariant feature based label correction for DNN when Learning with Noisy Labels	21
Decoding emotion with phase–amplitude fusion features of EEG functional connectivity network	21
Stochastic quasi-synchronization of heterogeneous delayed impulsive dynamical networks via single impulsive control	21
Instantaneous estimation of momentary affective responses using neurophysiological signals and a spatiotemporal emotional intensity regression network	21
Fixed-time synchronization of complex-valued neural networks for image protection and 3D point cloud information protection	21
Investigating navigation strategies in the Morris Water Maze through deep reinforcement learning	21
Deep graph representation learning for influence maximization with accelerated inference	20
PSD-ELGAN: A pseudo self-distillation based CycleGAN with enhanced local adversarial interaction for single image dehazing	20
Mathematical expression recognition using a new deep neural model	20
Adaptive ambiguity-aware weighting for multi-label recognition with limited annotations	20
Neural dynamics and seizure correlations: Insights from neural mass models in a Tetanus Toxin rat model of epilepsy	20
A meta-framework for multi-label active learning based on deep reinforcement learning	20
JFDI: Joint Feature Differentiation and Interaction for domain adaptive object detection	20
ECCT: Efficient Contrastive Clustering via Pseudo-Siamese Vision Transformer and Multi-view Augmentation	20
Face Omron Ring: Proactive defense against face forgery with identity awareness	20