OOIR: Observatory of International Research

Papers

(The H4-Index of Neurocomputing is 91. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-05-01 to 2026-05-01.)

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
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
Adaptive modeling of systems with uncertain dynamics via continuous long-short term memories	156
Class-prior probability estimation using density ratio between unlabeled instances and positively labeled noisy instances	155
AEP: Aligning knowledge graphs via embedding propagation	153
Efficient hyperspectral image segmentation for biosecurity scanning using knowledge distillation from multi-head teacher	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
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
RCEAE: A Role Correlation-enhanced Model for Event Argument Extraction	131
Strategies for time series forecasting with generalized regression neural networks	127
Fractional gannet humming optimization enabled deep convolutional neural network for detection and segmentation of skin cancer	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
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
Edge-centric community hiding based on permanence in attributed networks	106
Spatio-temporal tree attention network for forecasting traffic flow	104
A learnable population filter for dynamic multi-objective optimization	104
The unsupervised sequential bio-tomographic image registration method based on deep wavelet transform and manifold symmetry constraints	103
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
Dynamical analysis of fractional-order fully complex-valued uncertain competitive neural networks and its application in image privacy protection	102
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
DSVTN-ASD: Detection of Stereotypical Behaviors in Individuals with Autism Spectrum Disorder using a Dual Self-Supervised Video Transformer Network	101
Visual attention-based siamese CNN with SoftmaxFocal loss for laser-induced damage change detection of optical elements	100
Enhancing sentiment analysis with distributional emotion embeddings	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
CastDiffuser: Cascaded latent diffusion framework for high-resolution precipitation nowcasting via multi source fusion	96
PriFLRC: A secure multi-party computation-based privacy-enhanced federated learning scheme resilient to collusion	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