OOIR: Observatory of International Research

Papers

(The TQCC of Cognitive Computation is 9. 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 2021-09-01 to 2025-09-01.)

Article	Citations
Causal Asymmetry Analysis in the View of Concept-Cognitive Learning by Incremental Concept Tree	727
Words, Tweets, and Reviews: Leveraging Affective Knowledge Between Multiple Domains	229
Stability Analysis of Stochastic Delayed Differential Systems with State-Dependent-Delay Impulses: Application of Neural Networks	86
An Attention-Driven Multi-label Image Classification with Semantic Embedding and Graph Convolutional Networks	84
The Cognitive Makeup of Writing: Multivariate Analysis of Writing Impairments Following Stroke	83
Finite-Time Neuro-adaptive Controller Algorithms for Nonlinear Multiagent Systems with State Constraints and Unmodeled Dynamics	80
From RNNs to Transformers and Beyond: a Deep Dive into Intent Detection in Goal-oriented Conversational Agents	70
Enhanced Android Ransomware Detection Through Hybrid Simultaneous Swarm-Based Optimization	69
Spatiotemporal EEG Dynamics of Prospective Memory in Ageing and Mild Cognitive Impairment	68
Construction of a Hierarchical Organization in Semantic Memory: A Model Based on Neural Masses and Gamma-Band Synchronization	64
Human Stress Level Detection Using Hybrid Cascaded Neuro-Fuzzy SpinalNet	61
Aspect-Based Sentiment Analysis of Customer Speech Data Using Deep Convolutional Neural Network and BiLSTM	59
Deep Learning Approach for Early Detection of Alzheimer’s Disease	58
Interpreting Black-Box Models: A Review on Explainable Artificial Intelligence	55
A Novel Multi-attribute Group Decision-Making Method Based on q-Rung Dual Hesitant Fuzzy Information and Extended Power Average Operators	54
Classification of Developmental and Brain Disorders via Graph Convolutional Aggregation	53
CSAT-FTCN: A Fuzzy-Oriented Model with Contextual Self-attention Network for Multimodal Emotion Recognition	50
Investigation of Scalograms with a Deep Feature Fusion Approach for Detection of Parkinson’s Disease	47
Systematic Review and Thematic Analysis of Digital Games for Cognitive Enhancement in Children with Autism Spectrum Disorder: Toward a Conceptual Framework	46
O$$^2$$-Bert: Two-Stage Target-Based Sentiment Analysis	46
PS-Net: Progressive Selection Network for Salient Object Detection	41
Enhancing Document-Level Relation Extraction with Attention-Convolutional Hybrid Networks and Evidence Extraction	41
Impulsive Projection Neural Networks for Variational Inequalities and Sparse Signal Reconstruction Application	36
Training Affective Computer Vision Models by Crowdsourcing Soft-Target Labels	35
Brain Age Estimation Using Universum Learning-Based Kernel Random Vector Functional Link Regression Network	35

A Novel Resilient and Intelligent Predictive Model for CPS-Enabled E-Health Applications	35
Deep Learning Innovations in the Detection of Lung Cancer: Advances, Trends, and Open Challenges	32
Improved Alternative Queuing Method of Interval-Set Dissimilarity Measures and Possibility Degrees for Multi-expert Multi-criteria Decision-Making	31
Cognitively-Inspired Multi-Scale Spectral-Spatial Transformer for Hyperspectral Image Super-Resolution	30
CRCFusionAICADx: Integrative CNN-LSTM Approach for Accurate Colorectal Cancer Diagnosis in Colonoscopy Images	30
Learning-Based Stock Trending Prediction by Incorporating Technical Indicators and Social Media Sentiment	29
Visual-LiDAR SLAM Based on Unsupervised Multi-channel Deep Neural Networks	28
Three-way Decision Approach Based on Utility and Dynamic Localization Transformational Procedures within a Circular q-Rung Orthopair Fuzzy Set for Ranking and Grading Large Language Models	28
Personalized Spiking Neural Network Models of Clinical and Environmental Factors to Predict Stroke	27
A Benchmark Dual-Modality Dental Imaging Dataset and a Novel Cognitively Inspired Pipeline for High-Resolution Dental Point Cloud Synthesis	27
Re-Thinking the Organization of Cortico-Basal Ganglia-Thalamo-Cortical Loops	26
Robust Dynamic Semi-supervised Picture Fuzzy Clustering with KL Divergence and Local Information	26
Action Plan Diversity in Children During Control Exploration: Link Between Action and Sense of Agency	26
MCCFNet: Multi-channel Color Fusion Network For Cognitive Classification of Traditional Chinese Paintings	26
Synchronization of Hypercomplex Neural Networks with Mixed Time-Varying Delays	26
A Cognitive Uncertainty Calculation Method Based on Probabilistic Linguistic Term Set and Applications in Geopolitical Risk Assessment	26
Generative AI and Deepfake Detection in Biometric Systems	24
A Fistful of Vectors: A Tool for Intrinsic Evaluation of Word Embeddings	23
Robust Resting-State Dynamics in a Large-Scale Spiking Neural Network Model of Area CA3 in the Mouse Hippocampus	23
Learning Sentiment-Enhanced Word Representations by Fusing External Hybrid Sentiment Knowledge	23
Enhancing Pre-trained Deep Learning Model with Self-Adaptive Reflection	21
Intelligent Robotic Path Planning Based on SPIDI-Lion Optimization Algorithm Using Deep Spectral LSTM-Gated Convolution Neural Network	21
Synergy of Human-Centered AI and Cyber-Physical-Social Systems for Enhanced Cognitive Situation Awareness: Applications, Challenges and Opportunities	21
Test-Time Adaptation of a Multi-Class Object Localization and Size Estimation Framework for Smart Agriculture Applications	21
Toward a Brain-Inspired Theory of Artificial Learning	20
WatMIF: Multimodal Medical Image Fusion-Based Watermarking for Telehealth Applications	20
Non-linear Feature Selection Based on Convolution Neural Networks with Sparse Regularization	20
Extensions and Detailed Analysis of Synergy Between Traditional Classification and Classification Based on Negative Features in Deep Convolutional Neural Networks	19
Person Re-identification with Spatial Multi-granularity Feature Exploration for Social Risk Situational Assessment	19
A Hybrid Semantics and Syntax-Based Graph Convolutional Network for Aspect-Level Sentiment Classification	19
Harnessing Cognitively Inspired Predictive Models to Improve Investment Decision-Making	19
From Pixels to Prepositions: Linking Visual Perception with Spatial Prepositions Far and Near	19
Consensus Building in Multi-criteria Group Decision-Making with Single-Valued Neutrosophic Sets	18
Synaptic Facilitation: A Key Biological Mechanism for Resource Allocation in Computational Models of Working Memory	18
Extended Picture Fuzzy MULTIMOORA Method Based on Prospect Theory for Medical Institution Selection	18
A Communication-Efficient Distributed Frank-Wolfe Online Algorithm with an Event-Triggered Mechanism	18
A Developmental Approach for Training Deep Belief Networks	18
Interval-Valued Intuitionistic Fuzzy Yager Power Operators and Possibility Degree-Based Group Decision-Making Model	18
Contrastive-Based Removal of Negative Information in Multimodal Emotion Analysis	17
Prescribed-Time Sampled-Data Control for the Bipartite Consensus of Linear Multi-Agent Systems in Singed Networks	17
1D Multi-Point Local Ternary Pattern: A Novel Feature Extraction Method for Analyzing Cognitive Engagement of students in Flipped Learning Pedagogy	17
Unmasking GAN-Generated Faces with Optimal Deep Learning and Cognitive Computing-Based Cutting-Edge Detection System	17
Efficient Deep Neural Networks for Classification of Alzheimer’s Disease and Mild Cognitive Impairment from Scalp EEG Recordings	17
Separable Reversible Data Hiding Based on Integer Mapping and MSB Prediction for Encrypted 3D Mesh Models	17
Atten-GAN: Pedestrian Trajectory Prediction with GAN Based on Attention Mechanism	17
Haptic Recognition of Texture Surfaces Using Semi-Supervised Feature Learning Based on Sparse Representation	16
Vision-Enabled Large Language and Deep Learning Models for Image-Based Emotion Recognition	16
Large Group Decision-Making Method Based on Social Network Analysis: Integrating Evaluation Information and Trust Relationships	16
Complex Cubic Fuzzy Einstein Averaging Aggregation Operators: Application to Decision-making Problems	16
Organization and Priming of Long-term Memory Representations with Two-phase Plasticity	16

Distance from Unimodality for the Assessment of Opinion Polarization	16
Video Summarization Using Knowledge Distillation-Based Attentive Network	15
eXplainable AI for Word Embeddings: A Survey	15
Human Vision Attention Mechanism-Inspired Temporal-Spatial Feature Pyramid for Video Saliency Detection	15
Event Classification on Subsea Pipeline Inspection Data Using an Ensemble of Deep Learning Classifiers	15
SRFFNet: Self-refine, Fusion and Feedback for Salient Object Detection	15
Optimizing Social Issues Strategies by Using Bipolar Complex Fuzzy Muirhead Mean Decision-Making Approach	14
Imbalanced Heart Sound Signal Classification Based on Two-Stage Trained DsaNet	14
Multimodal Emotion Distribution Learning	14
Vector Symbolic Architectures for Context-Free Grammars	14
The Antagonistic Alterations of Cerebellar Functional Segregation and Integration in Athletes with Fast Demands of Visual-Motor Coordination	14
A Novel Weighted Averaging Operator of Linguistic Interval-Valued Intuitionistic Fuzzy Numbers for Cognitively Inspired Decision-Making	14
Neural Mechanisms of the Maintenance and Manipulation of Gustatory Working Memory in Orbitofrontal Cortex	14
New Approach to Crop Disease Classification and Data Security in Smart Agriculture Networks	14
The Improved Ordering-Based Search Method Incorporating with Ensemble Learning	14
Three-Way Decision Making Based on Data Envelopment Analysis with Interval Data	13
A Novel Multi-modality Deepfake Detection Using Cross-Model Fusion–Based Hybrid Harris Whale Depth-Wise Separable Dense Convolutional Bi-GRU Deepfake Model	13
An Interpretable Neuro-symbolic Model for Raven’s Progressive Matrices Reasoning	13
A Non-invasive Approach for Early Alzheimer’s Detection Through Spontaneous Speech Analysis Using Deep Visibility Graphs	13
Multi-Modal Generative DeepFake Detection via Visual-Language Pretraining with Gate Fusion for Cognitive Computation	13
Stein Variational Gradient Descent with Multiple Kernels	12
Classification-level and Class-level Complement Information Measures Based on Neighborhood Decision Systems	12
Category-Aware Siamese Learning Network for Few-Shot Segmentation	12
A Novel Visual-Textual Sentiment Analysis Framework for Social Media Data	12
CIL-Net: Densely Connected Context Information Learning Network for Boosting Thyroid Nodule Segmentation Using Ultrasound Images	12
The Spiking Rates Inspired Encoder and Decoder for Spiking Neural Networks: An Illustration of Hand Gesture Recognition	12
A Novel Discrete Deep Learning–Based Cancer Classification Methodology	12
Aspect Based Sentiment Analysis Using Long-Short Term Memory and Weighted N-Gram Graph-Cut	12
Spiking Recurrent Neural Networks Represent Task-Relevant Neural Sequences in Rule-Dependent Computation	12
Inductive Multi-View Semi-supervised Learning with a Consensus Graph	12
A Mixed Approach for Aggressive Political Discourse Analysis on Twitter	12
Dynamic Gesture Recognition Based on Deep 3D Natural Networks	12
Convolutionary, Evolutionary, and Revolutionary: What’s Next for Brains, Bodies, and AI?	11
Vehicle Re-Identification by Separating Representative Spatial Features	11
Application of Explainable Artificial Intelligence in Autism Spectrum Disorder Detection	11
Multi-resolution Twinned Residual Auto-Encoders (MR-TRAE)—A Novel DL Model for Image Multi-resolution	11
Learning to Calibrate Prototypes for Few-Shot Image Classification	11
Investigating the Influence of Scene Video on EEG-Based Evaluation of Interior Sound in Passenger Cars	11
Generative AI and Cognitive Computing-Driven Intrusion Detection System in Industrial CPS	11
Deep, Flexible Data Embedding with Graph-Based Feature Propagation for Semi-supervised Classification	11
Reconstruction of 3D Images from Human Activity by a Compound Reconstruction Model	11
Decision-Making-Based Solar Panel Selection: Sugeno-Weber Operators and Fermatean Fuzzy Distance Measure with AROMAN Methodology	11
Correction to: Clustering Ensemble Based on Sample’s Certainty	10
Online Signature Watermarking in the Transform Domain	10
An Enhanced Interactive and Multi-criteria Decision-Making (TODIM) Method with Probabilistic Dual Hesitant Fuzzy Sets for Risk Evaluation of Arctic Geopolitics	10
VSCA: A Sentence Matching Model Incorporating Visual Perception	10
Quasi-projective Synchronization Control of Delayed Stochastic Quaternion-Valued Fuzzy Cellular Neural Networks with Mismatched Parameters	10
Smart Data Driven Decision Trees Ensemble Methodology for Imbalanced Big Data	10
An Adaptive Neural Network Algorithm with Quasi Opposition-Based Learning for Numerical Optimization Problems	10
Multi-criteria Group Decision-Making Using Complex p, q-Quasirung Orthopair Fuzzy Sets: Application in the Selection of Renewable Energy Projects for Investments	10
Testing an Explicit Method for Multi-compartment Neuron Model Simulation on a GPU	10
Cognitive Computing in Mental Healthcare: a Review of Methods and Technologies for Detection of Mental Disorders	10
A Multi-task Shared Cascade Learning for Aspect Sentiment Triplet Extraction Using BERT-MRC	9
A Novel Hyperparameter Optimization Approach for Supervised Classification: Phase Prediction of Multi-Principal Element Alloys	9
Cognitively Inspired Group Decision-Making with Linguistic q-Rung Orthopair Fuzzy Preference Relations	9
Bifurcation−Driven Tipping in A Novel Bicyclic Crossed Neural Network with Multiple Time Delays	9
Motor Imagery Classification Based on Temporal-Spatial Domain Adaptation for Stroke Patients	9
SAD-GAN: A Novel Secure Anomaly Detection Framework for Enhancing the Resilience of Cyber-Physical Systems	9
Enhanced Self-Attention-Based Rapid CNN for Detecting Dense Objects in Varying Illumination	9
A Novel Attention-Guided Generative Adversarial Network for Whisper-to-Normal Speech Conversion	9
Automatically Constructing a Fine-Grained Sentiment Lexicon for Sentiment Analysis	9
A Novel Depth-Connected Region-Based Convolutional Neural Network for Small Defect Detection in Additive Manufacturing	9
Generative Adversarial Network-Assisted Framework for Power Management	9
EEG Signal Classification Using a Novel Universum-Based Twin Parametric-Margin Support Vector Machine	9
Prescribed-Time-Based Adaptive Optimal Control for Nonlinear Systems with Error Constraint	9
Snapture—a Novel Neural Architecture for Combined Static and Dynamic Hand Gesture Recognition	9
neurolib: A Simulation Framework for Whole-Brain Neural Mass Modeling	9
Centroid Coordinate Ranking of Pythagorean Fuzzy Numbers and its Application in Group Decision Making	9
Insight into Hopf Bifurcation and Control Methods in Fractional Order BAM Neural Networks Incorporating Symmetric Structure and Delay	9
Particle Swarm Optimization-Based Extreme Learning Machine for COVID-19 Detection	9
TB-CXRNet: Tuberculosis and Drug-Resistant Tuberculosis Detection Technique Using Chest X-ray Images	9
HLAE: Hierarchical Local Attention Encoder for MRI Brain Tumor Image Classification	9
Hybrid Convolutional Neural Network-Multilayer Perceptron Model for Solar Radiation Prediction	9