Neurocomputing

Article	Citations
Special Issue SOCO 2021: New trends in soft computing and its application in industrial and environmental problems	1710
Overcoming the Price of Anarchy by Steering with Recommendations	1209
Learning hierarchical image feature for efficient image rectification	981
fRAKI: k-space deep learning with offline data-universal and online scan-specific priors	912
Editorial Board	643
Motion frequency exploration based force separator for surgical robots interacting with a beating heart	592
PaintDiffusion: Towards text-driven painting variation via collaborative diffusion guidance	402
The roles of internal dynamics and proprioceptive feedback in motor cortex during movement execution	362
Deep contrastive variational subspace clustering	354
Optimal deception attacks under energy harvesting constraints for cyber–physical systems	317
Spatiotemporal semantic structural representation learning for image sequence prediction	313
A robust high-resolution remote sensing image hiding network	298
Debate divides: Argument relation-based contrastive opinion summarization via multi-task learning for online discussions	273
From continuous pre-training to alignment: A comprehensive toolkit for large language models in federated learning	273
Kernel clustering with automatic variable weighting for interval data	259
A stochastic optimization technique for hyperparameter tuning in reservoir computing	252
Novel controller design for finite-time synchronization of fractional-order memristive neural networks	250
Scale attentive network for scene recognition	233
Adaptive neural network tracking control for nonlinear interconnected time-delay systems with prescribed performance	232
Balanced quantum neural architecture search	232
MDVL-Edit: Mask-assisted highly disentangled text-driven face image editing based on vision-language alignment	230
Enhancing multi-task performance through associative adversarial learning based on selective attacks	229
Neuroadaptive event-triggered tracking control for nonlinear systems with dynamic fault feedback and prescribed time convergence	213
Neural Network Adaptive Observer design for Nonlinear Systems with Partially and Completely Unknown Dynamics Subject to Variable Sampled and Delay Output Measurement	206
Model compression through distillation with cross-layer integrated guidance at word level	205

Acceleration of grokking in learning arithmetic operations via Kolmogorov–Arnold representation	202
Adaptive fuzzy command filtering control for nonlinear MIMO systems with full state constraints and unknown control direction	200
Network based on the synergy of knowledge and context for natural language inference	199
Mining confident supervision by prototypes discovering and annotation selection for weakly supervised semantic segmentation	194
Ensemble strategy learning for imperfect information games	193
Editorial Board	191
Adaptive map matching based on dynamic word embeddings for indoor positioning	184
Crafting universal adversarial perturbations with output vectors	183
Focus on hierarchical features: Soft-weighted hierarchical features network	161
Adaptive modeling of systems with uncertain dynamics via continuous long-short term memories	156
Estimator-based iterative deviation-free residual generator for fault detection under random access protocol	156
A study of growth based morphological development in neural network controlled walkers	156
A new robust semi-supervised clustering method based on adaptive credibility estimation and locality preservation	156
Class-prior probability estimation using density ratio between unlabeled instances and positively labeled noisy instances	155
Efficient hyperspectral image segmentation for biosecurity scanning using knowledge distillation from multi-head teacher	153
AEP: Aligning knowledge graphs via embedding propagation	153
Cross-modal feature symbiosis for personalized meta-path generation in heterogeneous networks	151
Predicting functional connectivity network from routinely acquired T1-weighted imaging-based brain network by generative U-GCNet	150
Multi-type spectral spatial feature for hyperspectral image classification	148
SurANet: Surrounding-Aware Network for concealed object detection via highly-efficient interactive contrastive learning strategy	146
A new feature selection method based on importance measures for crude oil return forecasting	142
Sensitivity-propagated dual-frequency graph neural network for multivariate time series forecasting	139
Random forest feature selection for partial label learning	136
Online Q-learning design augmented with fuzzy-adaptive parameter adjustment for wastewater treatment processes	135
RCEAE: A Role Correlation-enhanced Model for Event Argument Extraction	131
Improved image denoising via self-supervised Weickert operator learning and plug-and-play learned Primal Dual	131
Dual-alignment cross-domain few-shot learning with lightweight domain-specific attention for hyperspectral image classification	131
Fractional gannet humming optimization enabled deep convolutional neural network for detection and segmentation of skin cancer	127
Strategies for time series forecasting with generalized regression neural networks	127
Path planning based on improved deep Q-network algorithm for bionic robotic fish with ocean currents	124
Deep reinforcement learning based active disturbance rejection control for ship course control	123
Fully-distributed dynamic event-triggered optimized backstepping bipartite consensus control based on neural network observer and reinforcement learning	121
MM-instruct: Generated visual instructions for large multimodal model alignment	120
Improving generalization capability of object detectors via efficient global attention	119
Intermittent sampled-data synchronization of delayed reaction–diffusion neural networks	119
Bidirectional parallel multi-layer multi-scale hybrid network	117
Cluster consensus with first and higher-order antagonistic interaction dynamics	116
Corrigendum to “S2F: Border peeling clustering from cluster skeletons to final clusters”[Neurocomputing 654 (2025), 131324]	115
Distantly supervised relation extraction with a Meta-Relation enhanced Contrastive learning framework	114
Data privacy protection health status assessment for rotating machinery with dual-task feature fusion framework	112
Cycle pixel difference network for crisp edge detection	112
Editorial Board	111
Enhancing visual tracking with multi-scale cross-correlation and progressive attention	108
Edge-centric community hiding based on permanence in attributed networks	106
Multi-scale BiTemporal fusion for dynamic facial expression recognition in the wild	106
Decoding pre-movement neural activity from thalamic LFPs for adaptive neurostimulation in tremor patients	106
A learnable population filter for dynamic multi-objective optimization	104
Spatio-temporal tree attention network for forecasting traffic flow	104
The unsupervised sequential bio-tomographic image registration method based on deep wavelet transform and manifold symmetry constraints	103
Dynamical analysis of fractional-order fully complex-valued uncertain competitive neural networks and its application in image privacy protection	102

A review of image-based sensorless force estimation in robotic-assisted medical interventions	102
MNSeg: Mamba-based 3D neuron segmentation integrated with bidirectional attention mechanism and topological loss	102
DSVTN-ASD: Detection of Stereotypical Behaviors in Individuals with Autism Spectrum Disorder using a Dual Self-Supervised Video Transformer Network	101
CRG-HG: A contrastive-regularized generative framework for heterogeneous graph learning	101
A novel recurrent neural network with robust learning algorithm: Application to modeling of nonlinear complex systems	101
Enhancing sentiment analysis with distributional emotion embeddings	100
Visual attention-based siamese CNN with SoftmaxFocal loss for laser-induced damage change detection of optical elements	100
Toward more generalizable time-series outlier detection in large-volume manufacturing via contextual convolution	97
Multi-model-based transferable and imperceptible 3D adversarial attack	97
PriFLRC: A secure multi-party computation-based privacy-enhanced federated learning scheme resilient to collusion	96
CastDiffuser: Cascaded latent diffusion framework for high-resolution precipitation nowcasting via multi source fusion	96
Quantile pattern regression using twin extreme learning machines with smooth pinball loss	95
ZNN for time-variant nonlinear inequality systems: A finite-time solution	95
A fisher score-based multi-instance learning method assisted by mixture of factor analysis	94
CDNE: Community deception from node and edge perspectives	93
Multi-modal data clustering using deep learning: A systematic review	92
Deep learning-based 3D reconstruction from multiple images: A survey	91
SPNet: Semantic preserving network with semantic constraint and non-semantic calibration for color constancy	91
Improving projected fuzzy K-means clustering via robust learning	90
DARTS-AM: robustifying differentiable neural architecture selection with attribution magnitude	90
Learning-based sliding mode control of discrete markov jump systems with actuator faults via action-critic-disturbance neural network approach	89
From discrete to continuous: A spatiotemporal evolution-aware adversarial diffusion framework for retinal disease progression prediction	88
Retraction notice to “Distilled and filtered deep neural networks for real-time object detection in edge computing” [Neurocomputing 505 (2022) 225–237]	88
A comprehensive survey of adversarial defense techniques in the visual domain	88
Privacy-preserving secure bipartite consensus of stochastic nonlinear multi-agent systems via double dynamic event-triggered control under DoS attacks and markovian switching networks	87
Unveiling distinguishing properties of adversarial examples through neural tangent kernels	87
Optical convolutional neural network with the hybrid training method	87
Continual few-shot relation extraction via multi-task balanced dual-branch network	86
Adversarial training via multi-guidance and historical memory enhancement	85
cpp-AIF: A multi-core C++ implementation of Active Inference for Partially Observable Markov Decision Processes	85
Class-aware graph Siamese representation learning	84
MKE-PLLM: A benchmark for multilingual knowledge editing on pretrained large language model	84
	83
Graph Neural Network with curriculum learning for imbalanced node classification	83
Learning to localize image forgery using end-to-end attention network	82
Blind face restoration: Benchmark datasets and a baseline model	82
The consistency analysis of gradient learning under independent covariate shift	81
Salient instance segmentation with region and box-level annotations	81
Edge Feature Empowered Graph Attention Network for Sum Rate Maximization in Heterogeneous D2D Communication System	81
Adaptive lightweight network construction method for Self-Knowledge Distillation	81
A substructure transfer reinforcement learning method based on metric learning	80
iCGPN: Interaction-centric graph parsing network for human-object interaction detection	79
UdpTrace: Utility-enhanced differential privacy scheme for trajectory data publishing	78
GradCa: Generalizing to unseen domains via gradient calibration	77
LightSpikformer: A compression framework for spiking transformer via low-rank decomposition of tensor networks	77
Enhancing randomized recurrent neural networks with explainable attribution methods	77
Multimodal understanding of human values in videos: A benchmark dataset and PLM-based method	76
A novel energy management method for multiple residential energy systems with energy exchange	76
A more compact object detector head network with feature enhancement and relational reasoning	76
Graph-constructed adaptive semantic fusion for heterophilic graph contrastive learning	76
BR Net: A novel deep learning model guided by brain region features for decoding single-trial visual EEG signals	75
AID-purifier: A light auxiliary network for boosting adversarial defense	74
Discrete-time future nonlinear neural optimization with equality constraint based on ten-instant ZTD formula	74
Text-to-image person re-identification via collaborating pre-trained diffusion and discriminative models	73
Neural architecture search for image super-resolution: A review on the emerging state-of-the-art	73
Neural network model based on global and local features for multi-view mammogram classification	72
Coexistence of non-ideal threshold logic units and multiplicative input noise in DNN-kWTA networks	72
Fine-grained image classification driven by Gaussian sampling and metric learning	71
Clip4Vis: Parameter-free fusion for multimodal video recognition	71
Prediction of rate of penetration based on drilling conditions identification for drilling process	71
Real-time stereo matching with enhanced geometric comprehension through cross-attention integration	71
A survey of neural signal decoding based on domain adaptation	70
Kernel-based learning of orthogonal functions	70
Multi-view semi-supervised feature selection with multi-order similarity and tensor learning	70
Weakly supervised semantic segmentation with multi-task learning and segment anything model	70
MoIRA: Modular instruction routing architecture for multi-task robotics	70
Facial sketch synthesis with multi-level guided latent diffusion model	70
TtfDiffusion: Training-free and text-free image editing in diffusion models with structural and semantic disentanglement	70
PONet: Prototype optimization network for few-shot medical image segmentation	69
Self-ensemble for test time adaptation	69
Interactive triplet attention for few-shot fine-grained image classification	69
Degradation-adaptive attack-robust self-supervised facial representation learning	69
SFIMCO: Scalable fair influence maximization based on overlapping communities and optimization algorithms	69
SEMPose: A single end-to-end network for multi-object pose estimation	69
A meta-survey of adversarial attacks against artificial intelligence algorithms, including diffusion models	69
Invisible trigger image: A dynamic neural backdoor attack based on hidden feature	67
A fast sparse graph based clustering technique using dispersion of data points	67
Efficient superpixel-guided global-local spectral clustering for large-scale HSI	67
Magic3DSketch: Create colorful 3D models from sketch-based 3D modeling guided by text and language-image pre-training	67
Observer-based H∞<	67

Bidirectional neural network for trajectory planning: An application to medical emergency vehicle	67
ISTD-DETR: A deep learning algorithm based on DETR and Super-resolution for infrared small target detection	67
Semi-supervised semantic segmentation with cross teacher training	66
Assistive systems for visually impaired people: A survey on current requirements and advancements	66
Talent3D: Optimizing geometry and enhancing appearance for high-quality Text-to-3D shape generation	66
Road extraction from satellite images with iterative cross-task feature enhancement	66
Parameterizing echo state networks for multi-step time series prediction	66
Quasi-synchronization of fractional-order complex-value neural networks with discontinuous activations	66
Bearing fault diagnosis using transfer learning and self-attention ensemble lightweight convolutional neural network	66
ViSP: A PPO-enhanced framework for multimodal sarcasm generation with contrastive learning	66
Depression risk recognition based on gait: A benchmark	65
Constrained deep reinforcement transfer learning for short-term forecasting of wind discrepancies at ocean stations	65
Small sample hyperspectral image classification based on spiking re-parameterization and multi-discriminator adversarial	65
CoMaSa:Context Multi-aware Self-attention for emotional response generation	64
CSubBT: A modular execution framework with self-adjusting capability for mobile manipulation system	64
A critical analysis of image-based camera pose estimation techniques	64
Unsupervised domain adaptation segmentation algorithm with cross-domain data augmentation and category contrast	64
Modeling of distributed parameter systems based on independent partial derivative-physics-informed neural network	63
Mobile crowdsourcing based on 5G and 6G: A survey	63
Precise crop classification of UAV hyperspectral imagery using kernel tensor slice sparse coding based classifier	63
Hierarchical Knowledge-Enhancement Framework for multi-hop knowledge graph reasoning	63
A lightweight human pose estimation model based on nonlinear spiking neural convolution model	63
Pose-oriented scene-adaptive matching for abnormal event detection	63
TS4Net: Two-stage sample selective strategy for rotating object detection	62
Multi Actors-Critic based particle swarm optimization algorithm	62
Development of variational quantum deep neural networks for image recognition	62
DFCon: Dominant frequency enhanced ultra-long time series contrastive forecasting	62
A survey on collaborative hunting with robotic swarm: Key technologies and application scenarios	61
Dynamic synchronous graph transformer network for region-level air-quality forecasting	61
Hierarchical Reasoning Enhanced Few-Shot Multimodal Sentiment Analysis	61
Tuning N-ary relation extraction as Machine Reading Comprehension	61
Deep domain adaptation via joint transfer networks	61
Semi-SNN: Biological-inspired semi-supervised image classification with spiking neural networks	61
CR-FND: Robustness-enhanced multimodal fake news detection against content variance	60
dlordinal: A Python package for deep ordinal classification	60
An enhanced structural developmental neural network with information saturation for continual unsupervised learning	59
Polar lights optimizer: Algorithm and applications in image segmentation and feature selection	59
Distributed set-membership filtering for complex networks with amplify-and-forward relays: A two-step ellipsoid method	59
MSSFN: A multi-scale sequence fusion network for CT-based diagnosis of pulmonary complications	58
An optimized CNN-BiLSTM network for bearing fault diagnosis under multiple working conditions with limited training samples	58
Rethinking general underwater object detection: Datasets, challenges, and solutions	58
Promoting camouflaged object detection through novel edge–target interaction and frequency-spatial fusion	57
Editorial Board	57
A consistency-aware deep capsule network for hierarchical multi-label image classification	57
An adaptive gradient method with transformation bound	57
An open-set few-shot face recognition framework with balanced adaptive cohesive mixing	56
Editorial Board	56
Clustering-based detection algorithm of remote state estimation under stealthy innovation-based attacks with historical data	56
Occluded facial expression recognition algorithm integrating logical reasoning on small-sample datasets	56
A cross-feature mutual learning framework integrating multiple features for brain disorder diagnosis	55
Multimodal representation learning with hierarchical knowledge decomposition for cancer survival analysis	55
Multi-attribute balanced dataset generation framework AutoSyn and KinFace Channel-Spatial Feature Extractor for kinship recognition	55
Enhancing echo state network with reservoir state selection for time series forecasting	55
Event-triggered optimized control for multiagent systems with input saturation from reinforcement learning viewpoint	55
User identification based on the topology consistency of cross-layer common neighbors in social network	54
Hermite polynomials facilitating on-line learning analysis of layered neural networks with arbitrary activation function	54
Matrix-weighted cluster consensus in general directed networks	54
DRDNN: A robust model for time-variant nonlinear optimization under multiple equality and inequality constraints	54
Distance-reconstructed dependency enhanced aspect-based sentiment analysis with sentiment strength	54
Managing the unknown in machine learning: Definitions, related areas, recent advances, and prospects	54
Semi-supervised accuracy predictor-based multi-objective neural architecture search	54
Multi-resolution QP-adaptive generative face video compression using multi-level generator	54
Neural network-based adaptive controller design for robotic manipulator subject to varying loads and unknown dead-zone	54
RMDC: Rotation-mask deformable convolution for object detection in top-view fisheye cameras	54
Interactive attention and contrastive learning for few-shot relation extraction	53
Understanding neural networks with logarithm determinant entropy estimator	53
Model-free inverse reinforcement learning algorithms for continuous-time and discrete-time zero-sum games	53
DRIFT: DCT-based robust and intelligent federated learning with trusted privacy	53
StreamVAD: A streaming framework with progressive context integration for multi-temporal scale video anomaly detection	53
A semi-supervised learning approach for COVID-19 detection from chest CT scans	53
CAMGnet: A self-learning classification model for univariate continuous time series signals via dynamic fusion of multi-dimensional cross-domain features	53
Gradient-coupled cross-patch attention map for weakly supervised semantic segmentation	53
Enhancing Text-to-SQL generation with language sequential consistency	53
Heterogeneous graph attention network with motif clique	53
ASCL: Adversarial supervised contrastive learning for defense against word substitution attacks	53
Command filtered-based neuro-adaptive robust finite-time trajectory tracking control of autonomous underwater vehicles under stochastic perturbations	52
Intra-class patch swap for self-distillation	52
Region-aware discriminative learning GAN for super-resolution reconstruction of infrared imagery	52
Pair-wise aspect and opinion terms extraction as graph parsing via a novel mutually-aware interaction mechanism	52
Dual-level adaptive incongruity-enhanced model for multimodal sarcasm detection	52
Designing efficient convolutional neural network structure: A survey	52
Fusing semantic information for syntax-guided paraphrase generation	52
CLEAR-E: Concept-aware lightweight energy adaptation for smart grid load forecasting	52
A brain-inspired neurodynamic model for efficient sequence memory	52
DARTS-PT-CORE: Collaborative and Regularized Perturbation-based Architecture Selection for differentiable NAS	52
Fully distributed quantized secure bipartite consensus control of nonlinear multiagent systems subject to denial-of-service attacks	52
Neural network-based sliding mode controllers applied to robot manipulators: A review	51
Dynamic two-flow spatiotemporal fusion network within a hardware-software synergistic framework for acoustic diagnosis	51
MVF-XT: An interpretable multi-view fusion network based on cross-attention for fMRI analysis	51
Cascading graph contrastive learning for multi-behavior recommendation	51
CQNAS: Convolutional quantum hybrid neural network architecture search for image classification	51
Evolutionary multi-task feature selection in high-dimensional spaces via feature association graph	51
Learning differentiable categorical regions with Gumbel-Softmax for person re-identification	51
A review on anchor assignment and sampling heuristics in deep learning-based object detection	51
A novel interpretable physics-informed adaptive algorithm unrolling network for rolling bearings fault diagnosis	51