Neurocomputing

Article	Citations
Special Issue SOCO 2021: New trends in soft computing and its application in industrial and environmental problems	1856
Overcoming the Price of Anarchy by Steering with Recommendations	1527
Learning hierarchical image feature for efficient image rectification	1081
Editorial Board	1024
Motion frequency exploration based force separator for surgical robots interacting with a beating heart	700
PaintDiffusion: Towards text-driven painting variation via collaborative diffusion guidance	392
Spatiotemporal semantic structural representation learning for image sequence prediction	319
Debate divides: Argument relation-based contrastive opinion summarization via multi-task learning for online discussions	317
Kernel clustering with automatic variable weighting for interval data	290
MDVL-Edit: Mask-assisted highly disentangled text-driven face image editing based on vision-language alignment	282
Model compression through distillation with cross-layer integrated guidance at word level	276
Network based on the synergy of knowledge and context for natural language inference	275
Mining confident supervision by prototypes discovering and annotation selection for weakly supervised semantic segmentation	274
Ensemble strategy learning for imperfect information games	251
Editorial Board	249
Adaptive map matching based on dynamic word embeddings for indoor positioning	242
Focus on hierarchical features: Soft-weighted hierarchical features network	238
A new robust semi-supervised clustering method based on adaptive credibility estimation and locality preservation	238
Adaptive modeling of systems with uncertain dynamics via continuous long-short term memories	227
Class-prior probability estimation using density ratio between unlabeled instances and positively labeled noisy instances	222
AEP: Aligning knowledge graphs via embedding propagation	216
A new feature selection method based on importance measures for crude oil return forecasting	198
Sensitivity-propagated dual-frequency graph neural network for multivariate time series forecasting	196
Dual-alignment cross-domain few-shot learning with lightweight domain-specific attention for hyperspectral image classification	193
Bidirectional parallel multi-layer multi-scale hybrid network	189

Corrigendum to “S2F: Border peeling clustering from cluster skeletons to final clusters”[Neurocomputing 654 (2025), 131324]	181
Editorial Board	180
Spatio-temporal tree attention network for forecasting traffic flow	178
The unsupervised sequential bio-tomographic image registration method based on deep wavelet transform and manifold symmetry constraints	166
CRG-HG: A contrastive-regularized generative framework for heterogeneous graph learning	162
MNSeg: Mamba-based 3D neuron segmentation integrated with bidirectional attention mechanism and topological loss	162
A novel recurrent neural network with robust learning algorithm: Application to modeling of nonlinear complex systems	161
Visual attention-based siamese CNN with SoftmaxFocal loss for laser-induced damage change detection of optical elements	158
Multi-model-based transferable and imperceptible 3D adversarial attack	156
Quantile pattern regression using twin extreme learning machines with smooth pinball loss	153
A fisher score-based multi-instance learning method assisted by mixture of factor analysis	151
SPNet: Semantic preserving network with semantic constraint and non-semantic calibration for color constancy	142
Retraction notice to “Distilled and filtered deep neural networks for real-time object detection in edge computing” [Neurocomputing 505 (2022) 225–237]	140
Learning-based sliding mode control of discrete markov jump systems with actuator faults via action-critic-disturbance neural network approach	140
DARTS-AM: robustifying differentiable neural architecture selection with attribution magnitude	140
Unveiling distinguishing properties of adversarial examples through neural tangent kernels	138
Continual few-shot relation extraction via multi-task balanced dual-branch network	134
An enhanced structural developmental neural network with information saturation for continual unsupervised learning	133
Evaluating automatic label noise detection in 3D segmentation with realistic label noise	133
Depth-aware sparse queries for efficient multi-view BEV perception	132
KDADGNet: A data augmentation and knowledge distillation-based technique for enhancing domain generalization in imagined typing	130
Depression risk recognition based on gait: A benchmark	128
CSubBT: A modular execution framework with self-adjusting capability for mobile manipulation system	122
Robust semantic reconstruction for weakly supervised multi-label learning	121
A novel TSK fuzzy system incorporating multi-view collaborative transfer learning for personalized epileptic EEG detection	120
Mean-square bipartite synchronization of coopetition neural networks under pinning sampled-data and deception attacks: Designing interval-dependent looped-function	120
Precise crop classification of UAV hyperspectral imagery using kernel tensor slice sparse coding based classifier	119
Observer-based H∞<	118
Bidirectional neural network for trajectory planning: An application to medical emergency vehicle	118
Semi-supervised semantic segmentation with cross teacher training	117
Small sample hyperspectral image classification based on spiking re-parameterization and multi-discriminator adversarial	115
CDNE: Community deception from node and edge perspectives	114
MKE-PLLM: A benchmark for multilingual knowledge editing on pretrained large language model	113
A review of image-based sensorless force estimation in robotic-assisted medical interventions	112
The roles of internal dynamics and proprioceptive feedback in motor cortex during movement execution	111
Dynamical analysis of fractional-order fully complex-valued uncertain competitive neural networks and its application in image privacy protection	107
Edge-centric community hiding based on permanence in attributed networks	107
Style-adaptive detection transformer for single-source domain generalized object detection	106
Learning to localize image forgery using end-to-end attention network	104
Edge Feature Empowered Graph Attention Network for Sum Rate Maximization in Heterogeneous D2D Communication System	104
The consistency analysis of gradient learning under independent covariate shift	103
Adaptive lightweight network construction method for Self-Knowledge Distillation	102
A substructure transfer reinforcement learning method based on metric learning	101
Salient instance segmentation with region and box-level annotations	101
iCGPN: Interaction-centric graph parsing network for human-object interaction detection	100
GradCa: Generalizing to unseen domains via gradient calibration	99
Enhancing randomized recurrent neural networks with explainable attribution methods	97
Graph-constructed adaptive semantic fusion for heterophilic graph contrastive learning	97
A more compact object detector head network with feature enhancement and relational reasoning	97
BR Net: A novel deep learning model guided by brain region features for decoding single-trial visual EEG signals	96

Text-to-image person re-identification via collaborating pre-trained diffusion and discriminative models	96
Fine-grained image classification driven by Gaussian sampling and metric learning	95
Clip4Vis: Parameter-free fusion for multimodal video recognition	95
A survey of neural signal decoding based on domain adaptation	95
Kernel-based learning of orthogonal functions	92
Facial sketch synthesis with multi-level guided latent diffusion model	92
Classification of Native and non-native songs, neutral music, and resting state of human brain from EEG-based auditory evoked potential using explainable features	91
Degradation-adaptive attack-robust self-supervised facial representation learning	91
Dual-responder and dynamic dual-routing: LoRA-based safety–availability synergy for large language models	89
A growing concept history of recurring classifiers for high-frequency data streams	88
Toward more generalizable time-series outlier detection in large-volume manufacturing via contextual convolution	87
Fractional gannet humming optimization enabled deep convolutional neural network for detection and segmentation of skin cancer	87
ZNN for time-variant nonlinear inequality systems: A finite-time solution	87
Interactive triplet attention for few-shot fine-grained image classification	86
Distributed set-membership filtering for complex networks with amplify-and-forward relays: A two-step ellipsoid method	86
Tuning N-ary relation extraction as Machine Reading Comprehension	85
Enhancing multi-task performance through associative adversarial learning based on selective attacks	85
DFCon: Dominant frequency enhanced ultra-long time series contrastive forecasting	84
Novel controller design for finite-time synchronization of fractional-order memristive neural networks	84
Pose-oriented scene-adaptive matching for abnormal event detection	83
Hierarchical Knowledge-Enhancement Framework for multi-hop knowledge graph reasoning	83
Deep contrastive variational subspace clustering	83
Class-aware graph Siamese representation learning	83
Neural architecture search for image super-resolution: A review on the emerging state-of-the-art	82
Deep learning-based 3D reconstruction from multiple images: A survey	81
MSSFN: A multi-scale sequence fusion network for CT-based diagnosis of pulmonary complications	80
CR-FND: Robustness-enhanced multimodal fake news detection against content variance	80
Predicting functional connectivity network from routinely acquired T1-weighted imaging-based brain network by generative U-GCNet	80
A learnable population filter for dynamic multi-objective optimization	78
Multi-modal data clustering using deep learning: A systematic review	78
Semi-SNN: Biological-inspired semi-supervised image classification with spiking neural networks	78
From continuous pre-training to alignment: A comprehensive toolkit for large language models in federated learning	78
ViSP: A PPO-enhanced framework for multimodal sarcasm generation with contrastive learning	77
	77
TtfDiffusion: Training-free and text-free image editing in diffusion models with structural and semantic disentanglement	77
Mobile crowdsourcing based on 5G and 6G: A survey	77
Modeling of distributed parameter systems based on independent partial derivative-physics-informed neural network	76
A novel energy management method for multiple residential energy systems with energy exchange	75
fRAKI: k-space deep learning with offline data-universal and online scan-specific priors	74
Development of variational quantum deep neural networks for image recognition	74
Road extraction from satellite images with iterative cross-task feature enhancement	74
TS4Net: Two-stage sample selective strategy for rotating object detection	74
Crafting universal adversarial perturbations with output vectors	74
A study of growth based morphological development in neural network controlled walkers	72
CoMaSa:Context Multi-aware Self-attention for emotional response generation	72
Cross-modal feature symbiosis for personalized meta-path generation in heterogeneous networks	72
Distributed online learning for multi-cluster aggregative games with dynamic constraints	72
Multi Actors-Critic based particle swarm optimization algorithm	71
Promoting camouflaged object detection through novel edge–target interaction and frequency-spatial fusion	70
AID-purifier: A light auxiliary network for boosting adversarial defense	70
Multimodal understanding of human values in videos: A benchmark dataset and PLM-based method	70
A critical analysis of image-based camera pose estimation techniques	70
Decoding pre-movement neural activity from thalamic LFPs for adaptive neurostimulation in tremor patients	70
Enhancing sentiment analysis with distributional emotion embeddings	70
A survey on collaborative hunting with robotic swarm: Key technologies and application scenarios	70
Efficient hyperspectral image segmentation for biosecurity scanning using knowledge distillation from multi-head teacher	69
MM-instruct: Generated visual instructions for large multimodal model alignment	68
UdpTrace: Utility-enhanced differential privacy scheme for trajectory data publishing	68
Constrained deep reinforcement transfer learning for short-term forecasting of wind discrepancies at ocean stations	68
A stochastic optimization technique for hyperparameter tuning in reservoir computing	68
Enhancing visual tracking with multi-scale cross-correlation and progressive attention	68
Talent3D: Optimizing geometry and enhancing appearance for high-quality Text-to-3D shape generation	68
Real-time stereo matching with enhanced geometric comprehension through cross-attention integration	67
Multi-scale BiTemporal fusion for dynamic facial expression recognition in the wild	67
Intermittent sampled-data synchronization of delayed reaction–diffusion neural networks	66
Blind face restoration: Benchmark datasets and a baseline model	66
A lightweight human pose estimation model based on nonlinear spiking neural convolution model	65
Balanced quantum neural architecture search	65
From discrete to continuous: A spatiotemporal evolution-aware adversarial diffusion framework for retinal disease progression prediction	64
A robust high-resolution remote sensing image hiding network	64
Random forest feature selection for partial label learning	63
CastDiffuser: Cascaded latent diffusion framework for high-resolution precipitation nowcasting via multi source fusion	63
PriFLRC: A secure multi-party computation-based privacy-enhanced federated learning scheme resilient to collusion	63
Improving generalization capability of object detectors via efficient global attention	63
A consistency-aware deep capsule network for hierarchical multi-label image classification	62
Prediction of rate of penetration based on drilling conditions identification for drilling process	62
Self-orthogonalizing attractor neural networks emerging from the free energy principle	62
Say it better: RL-based prompt tuning for enhancing open-vocabulary recognition	61
Online Q-learning design augmented with fuzzy-adaptive parameter adjustment for wastewater treatment processes	61
A comprehensive survey of adversarial defense techniques in the visual domain	61

dlordinal: A Python package for deep ordinal classification	61
cpp-AIF: A multi-core C++ implementation of Active Inference for Partially Observable Markov Decision Processes	61
Invisible trigger image: A dynamic neural backdoor attack based on hidden feature	60
Multi-view semi-supervised feature selection with multi-order similarity and tensor learning	60
Adaptive neural network tracking control for nonlinear interconnected time-delay systems with prescribed performance	60
Bearing fault diagnosis using transfer learning and self-attention ensemble lightweight convolutional neural network	60
Optical convolutional neural network with the hybrid training method	60
Improved image denoising via self-supervised Weickert operator learning and plug-and-play learned Primal Dual	59
SAFRG: Speech aligned multiple appropriate facial reaction generation	59
Quasi-synchronization of fractional-order complex-value neural networks with discontinuous activations	59
Path planning based on improved deep Q-network algorithm for bionic robotic fish with ocean currents	59
Dynamic synchronous graph transformer network for region-level air-quality forecasting	59
DSVTN-ASD: Detection of Stereotypical Behaviors in Individuals with Autism Spectrum Disorder using a Dual Self-Supervised Video Transformer Network	59
LightSpikformer: A compression framework for spiking transformer via low-rank decomposition of tensor networks	59
Self-ensemble for test time adaptation	59
SurANet: Surrounding-Aware Network for concealed object detection via highly-efficient interactive contrastive learning strategy	59
PONet: Prototype optimization network for few-shot medical image segmentation	59
Efficient superpixel-guided global-local spectral clustering for large-scale HSI	58
Neural Network Adaptive Observer design for Nonlinear Systems with Partially and Completely Unknown Dynamics Subject to Variable Sampled and Delay Output Measurement	58
RCEAE: A Role Correlation-enhanced Model for Event Argument Extraction	58
UHD image dehazing via anDehazeFormer with atmospheric-aware KV cache	58
Graph Neural Network with curriculum learning for imbalanced node classification	58
Data privacy protection health status assessment for rotating machinery with dual-task feature fusion framework	58
Parameterizing echo state networks for multi-step time series prediction	58
Weakly supervised semantic segmentation with multi-task learning and segment anything model	58
Neural network model based on global and local features for multi-view mammogram classification	57
Assistive systems for visually impaired people: A survey on current requirements and advancements	57
SFIMCO: Scalable fair influence maximization based on overlapping communities and optimization algorithms	57
ISTD-DETR: A deep learning algorithm based on DETR and Super-resolution for infrared small target detection	57
Cycle pixel difference network for crisp edge detection	57
Hierarchical Reasoning Enhanced Few-Shot Multimodal Sentiment Analysis	57
MoIRA: Modular instruction routing architecture for multi-task robotics	56
Polar lights optimizer: Algorithm and applications in image segmentation and feature selection	56
Optimal deception attacks under energy harvesting constraints for cyber–physical systems	56
Acceleration of grokking in learning arithmetic operations via Kolmogorov–Arnold representation	56
Rethinking general underwater object detection: Datasets, challenges, and solutions	56
Coexistence of non-ideal threshold logic units and multiplicative input noise in DNN-kWTA networks	55
SEMPose: A single end-to-end network for multi-object pose estimation	55
Fully-distributed dynamic event-triggered optimized backstepping bipartite consensus control based on neural network observer and reinforcement learning	55
Cluster consensus with first and higher-order antagonistic interaction dynamics	55
Privacy-preserving secure bipartite consensus of stochastic nonlinear multi-agent systems via double dynamic event-triggered control under DoS attacks and markovian switching networks	55
Adversarial training via multi-guidance and historical memory enhancement	54
On the convergence to the maximum likelihood estimate of multinomial logistic regression under gradient descent	54
Self-motivated growing neural network for adaptive architecture via local structural plasticity	54
Distantly supervised relation extraction with a Meta-Relation enhanced Contrastive learning framework	54
Unsupervised domain adaptation segmentation algorithm with cross-domain data augmentation and category contrast	54
An optimized CNN-BiLSTM network for bearing fault diagnosis under multiple working conditions with limited training samples	54
Multi-view Contour-constrained Transformer Network for Thin-cap Fibroatheroma Identification	53
Magic3DSketch: Create colorful 3D models from sketch-based 3D modeling guided by text and language-image pre-training	53
Neuroadaptive event-triggered tracking control for nonlinear systems with dynamic fault feedback and prescribed time convergence	53
Editorial Board	53
A meta-survey of adversarial attacks against artificial intelligence algorithms, including diffusion models	53
Editorial Board	53
A fast sparse graph based clustering technique using dispersion of data points	53
RMDC: Rotation-mask deformable convolution for object detection in top-view fisheye cameras	52
An open-set few-shot face recognition framework with balanced adaptive cohesive mixing	51
Observer-based distributed adaptive neural network containment control for uncertain nonlinear multi-agent systems under DoS attacks	51
Dense attention networks for texture classification	51
Gradient-coupled cross-patch attention map for weakly supervised semantic segmentation	51
Model-free inverse reinforcement learning algorithms for continuous-time and discrete-time zero-sum games	51
Extending Evolution-Guided Policy Gradient Learning into the multi-objective domain	51
A support vector machine formulation for linear and kernel discriminant analysis	51
Multi-attribute balanced dataset generation framework AutoSyn and KinFace Channel-Spatial Feature Extractor for kinship recognition	51
Intra-class patch swap for self-distillation	51
Fusing semantic information for syntax-guided paraphrase generation	51
A review on anchor assignment and sampling heuristics in deep learning-based object detection	50
Spike-driven incepformer: A hierarchical spiking transformer with inception-inspired feature learning	50
SigMA: Path signatures and multi-head attention for learning parameters in fBm-driven SDEs	50
Editorial Board	50
Multi-dimensional opinion dynamics for social networks with asynchronous updates	50
JT3D: Joint temporal segmentation for common pattern discovery in 3D tensor time series via segmented Gaussian modeling and information-gain	50
Verifying ambiguous claims with a reasoner-translator framework	50
Efficient and accurate graph statistics with adaptive personalized local differential privacy	50
Accelerating deep neural network filter pruning with mask-aware convolutional computations on modern CPUs	49
Fully distributed quantized secure bipartite consensus control of nonlinear multiagent systems subject to denial-of-service attacks	49
Bayesian network parameter learning using fuzzy constraints	49
Accelerated Weka: GPU Machine Learning with Weka Workbench	49
On exploring pose estimation as an auxiliary learning task for Visible–Infrared Person Re-identification	49
APThreshold: A software tool for quantifying and analyzing action potential threshold dynamics	49
Command filtered-based neuro-adaptive robust finite-time trajectory tracking control of autonomous underwater vehicles under stochastic perturbations	49
Managing the unknown in machine learning: Definitions, related areas, recent advances, and prospects	49
Editorial Board	48
Context-aware graph embedding with gate and attention for session-based recommendation	48
Multimodal sentiment analysis with query-based distillation and asymmetric fusion	48
Clustering-based detection algorithm of remote state estimation under stealthy innovation-based attacks with historical data	48
Occlusion-robust FAU recognition by mining latent space of masked autoencoders	48
Multi-resolution aware pivot-guided dynamic graph neural network for multivariate time series forecasting	48
Piecewise Physics-Constrained Neural Networks for solving second-order impulsive differential equations	48
A parallel neural network based structural anomaly detection: Leveraging time-frequency domain features	48
Neuron importance based verification of neural networks via divide and conquer	48
Adaptive critic learning based robust prescribed performance tracking control of nonlinear systems with unmatched uncertainties	48
Combining multi-view ensemble and surrogate lagrangian relaxation for real-time 3D biomedical image segmentation on the edge	48
Multi-task prompt tuning with soft context sharing for vision–language models	47
AttenStyler: Text-image style transfer based on attention mechanism	47
MVF-XT: An interpretable multi-view fusion network based on cross-attention for fMRI analysis	47