Knowledge-Based Systems

Article	Citations
Dual constraints and adversarial learning for fair recommenders	804
A modified genetic algorithm and weighted principal component analysis based feature selection and extraction strategy in agriculture	581
Cognitive structure learning model for hierarchical multi-label text classification	435
Textual out-of-distribution (OOD) detection for LLM quality assurance	380
New feature attribution method for explainable aspect-based sentiment classification	377
Aggregated Mutual Learning between CNN and Transformer for semi-supervised medical image segmentation	352
Which classifiers are connected to others? An optimal connection framework for multi-layer ensemble systems	305
Text-guided image-to-sketch diffusion models	249
Enhancing performance of transformer-based models in natural language understanding through word importance embedding	246
Multi-Agent Genetic Algorithm for Bayesian networks structural learning	244
Consistency-based semi-supervised learning for oriented object detection	229
Efficient physical image attacks using adversarial fast autoaugmentation methods	210
MRAM: Multi-scale Regional Attribute-weighting via Meta-learning for Personalized Image Aesthetics Assessment	209
Discriminative fuzzy K-means clustering with local structure preserv	197
Weakly-supervised cross-contrastive learning network for image manipulation detection and localization	193
Privacy preservation in deep reinforcement learning: A training perspective	192
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models	192
CFNet: Cross-modal data augmentation empowered fuzzy neural network for spectral fluctuation	181
Semi-supervised intrusion detection system for in-vehicle networks based on variational autoencoder and adversarial reinforcement learning	169
Feature/vector entity retrieval and disambiguation techniques to create a supervised and unsupervised semantic table interpretation approach	164
A Bayesian regularization neural network procedure to solve the language learning system	161
HCUKE: A Hierarchical Context-aware approach for Unsupervised Keyphrase Extraction	161
ACFL: Communication-Efficient adversarial contrastive federated learning for medical image segmentation	159
Progressively global–local fusion with explicit guidance for accurate and robust 3d hand pose reconstruction	159
Multi-branch evolutionary generative adversarial networks based on covariance crossover operators	158

A lightweight intrusion detection algorithm for IoT based on data purification and a separable convolution improved CNN	155
Semi-supervised cross-modal hashing with joint hyperboloid mapping	148
The performance of priority rules for the decentralized resource-constrained multi-project scheduling	144
Contextual visual and motion salient fusion framework for action recognition in dark environments	141
Periodformer: An efficient long-term time series forecasting method based on periodic attention	140
Relation-aware multiplex heterogeneous graph neural network	138
Model-free robust reinforcement learning via Polynomial Chaos	136
Node classification based on structure migration and graph attention convolutional crossover network	134
Stochastic human motion prediction using a quantized conditional diffusion model	130
DMAdam: Dual averaging enhanced adaptive gradient method for deep neural networks	127
A novel spatio-temporal feature interleaved contrast learning neural network from a robustness perspective	123
Multi-source partial domain adaptation with Gaussian-based dual-level weighting for PPG-based heart rate estimation	123
Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning	120
Guiding fusion of dynamic functional and effective connectivity in spatio-temporal graph neural network for brain disorder classification	119
SDR-GNN: Spectral Domain Reconstruction Graph Neural Network for incomplete multimodal learning in conversational emotion recognition	116
FedFM: A federated few-shot learning method by comparison network and model calibration	115
Blind image quality assessment for in-the-wild images by integrating distorted patch selection and multi-scale-and-granularity fusion	113
Adversarial event patch for Spiking Neural Networks	113
Deep Learning-Based Imputation Framework for Bridge Health Monitoring using Generative Adversarial Networks	111
DPA-EI: Long-tailed classification by dual progressive augmentation from explicit and implicit perspectives	110
Evolution of trust in the sharing economy with fixed provider and consumer roles under different host network structures	109
Concept drift detection based on decision distribution in inconsistent information system	107
Stochastic Gradient Descent for matrix completion: Hybrid parallelization on shared- and distributed-memory systems	104
GAEFS: Self-supervised Graph Auto-encoder enhanced Feature Selection	104
Entropy-based concept drift detection in information systems	103
A novel deep transfer learning method with inter-domain decision discrepancy minimization for intelligent fault diagnosis	101
A heated stack based type-2 fuzzy multi-objective optimisation system for telecommunications capacity planning	100
Safe instance screening for primal multi-label ProSVM	99
Finite-time stabilization for semi-Markov reaction–diffusion memristive NNs: A boundary pinning control scheme	98
Alleviating the attribute conditional independence and I.I.D. assumptions of averaged one-dependence estimator by double weighting	97
Embedded feature selection approach based on TSK fuzzy system with sparse rule base for high-dimensional classification problems	97
Dynamic selection and combination of one-class classifiers for multi-class classification	96
Class-specific representation based distance metric learning for image set classification	94
Interpreting sarcasm on social media using attention-based neural networks	92
Balancing efficiency vs. effectiveness and providing missing label robustness in multi-label stream classification	92
A prior-guided deep network for real image denoising and its applications	90
DATa: Domain Adaptation-aided deep Table detection using visual–lexical representations	89
Bio-inspired computational model for direction and speed detection	88
Free-form tumor synthesis in computed tomography images via richer generative adversarial network	85
Attention-aware temporal–spatial graph neural network with multi-sensor information fusion for fault diagnosis	84
TS-IDS: Traffic-aware self-supervised learning for IoT Network Intrusion Detection	83
An improved clustering based multi-objective evolutionary algorithm for influence maximization under variable-length solutions	81
Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm	81
Boosting chameleon swarm algorithm with consumption AEO operator for global optimization and feature selection	80
DeepResGRU: Residual gated recurrent neural network-augmented Kalman filtering for speech enhancement and recognition	79
LSTM based decision support system for swing trading in stock market	79
A federated data-driven evolutionary algorithm	79
Imbalance fault diagnosis under long-tailed distribution: Challenges, solutions and prospects	78
Automatic construction of domain-specific sentiment lexicon for unsupervised domain adaptation and sentiment classification	77
Anomal-E: A self-supervised network intrusion detection system based on graph neural networks	76

A deep learning based image enhancement approach for autonomous driving at night	76
Label enhancement-based feature selection via fuzzy neighborhood discrimination index	76
Cross-domain contrastive graph neural network for lncRNA–protein interaction prediction	75
Supervised Cross-Momentum Contrast: Aligning representations with prototypical examples to enhance financial sentiment analysis	75
Fast random opposition-based learning Golden Jackal Optimization algorithm	75
Transformer-based Dynamic Fusion Clustering Network	74
Deep learning methods for multi-horizon long-term forecasting of Harmful Algal Blooms	74
A new intelligent hybrid forecasting method for power load considering uncertainty	74
TCHFN: Multimodal sentiment analysis based on Text-Centric Hierarchical Fusion Network	74
Discovering emotion and reasoning its flip in multi-party conversations using masked memory network and transformer	73
Editorial Board	73
Personalized Image Aesthetics Assessment based on Graph Neural Network and Collaborative Filtering	72
Multi-scale feature enhanced spatio-temporal learning for traffic flow forecasting	71
Fair Transition Loss: From label noise robustness to bias mitigation	71
ANN-DPC: Density peak clustering by finding the adaptive nearest neighbors	71
Multi-view contrastive learning with virtual social group influence for social recommendation	70
Modeling question difficulty for unbiased cognitive diagnosis: A causal perspective	70
Semi-supervised multi-label dimensionality reduction learning based on minimizing redundant correlation of specific and common features	70
What do they “meme”? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding	70
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection	70
Robust transfer learning based on Geometric Mean Metric Learning	69
An edge-aware graph autoencoder trained on scale-imbalanced data for traveling salesman problems	69
A novel model for chaotic complex time series with large of data forecasting	69
Cooperative coevolutionary instance selection for multilabel problems	68
ADS-detector: An attention-based dual stream adversarial example detection method	68
Local quaternion polar harmonic Fourier moments-based multiple zero-watermarking scheme for color medical images	68
PDA: Progressive Domain Adaptation for Semantic Segmentation	68
Knowledge graph-enabled adaptive work packaging approach in modular construction	68
K-Means clustering based Extreme Learning ANFIS with improved interpretability for regression problems	67
DRSI-Net: Dual-residual spatial interaction network for multi-person pose estimation	67
Self-paced non-convex regularized analysis–synthesis dictionary learning for unsupervised feature selection	66
A wide interpretable Gaussian Takagi–Sugeno–Kang fuzzy classifier and its incremental learning	66
An intelligent hybrid classification algorithm integrating fuzzy rule-based extraction and harmony search optimization: Medical diagnosis applications	65
Evolving subgraph matching on temporal graphs	65
Variational Bayes survival analysis for unemployment modelling	64
Transfer learning for regression via latent variable represented conditional distribution alignment	64
Dimensions of commonsense knowledge	64
Exploring better target for shadow detection	63
Understanding and defending against White-box membership inference attack in deep learning	62
Dual-manifold regularized regression models for feature selection based on hesitant fuzzy correlation	62
Editorial Board	61
Quadratic Optimization based Clique Expansion for overlapping community detection	61
Dynamic graph convolutional autoencoder with node-attribute-wise attention for kidney and tumor segmentation from CT volumes	61
CMG2Vec: A composite meta-graph based heterogeneous information network embedding approach	61
FL-OTCSEnc: Towards secure federated learning with deep compressed sensing	60
Integration of ontology reasoning-based monocular cues in deep learning modeling for single image depth estimation in urban driving scenarios	60
TSFNFR: Two-stage fuzzy neighborhood-based feature reduction with binary whale optimization algorithm for imbalanced data classification	60
Addressing topic modeling with a multi-objective optimization approach based on swarm intelligence	60
Sentiment analysis using novel and interpretable architectures of Hidden Markov Models	59
Generative label fused network for image–text matching	59
Joint learning model for underwater acoustic target recognition	58
A fast learning algorithm for One-Class Slab Support Vector Machines	58
Chart GCN: Learning chart information with a graph convolutional network for stock movement prediction	58
Partial classification in the belief function framework	58
A species-based flower pollination algorithm with increased selection pressure in abiotic local pollination and enhanced intensification	57
An improved arithmetic optimization algorithm for training feedforward neural networks under dynamic environments	57
A robust operators’ cognitive workload recognition method based on denoising masked autoencoder	57
Fine-grained recognition: Multi-granularity labels and category similarity matrix	57
DNNAttention: A deep neural network and attention based architecture for cross project defect number prediction	57
UBP-Miner: An efficient bit based high utility itemset mining algorithm	56
Recent advances in accelerated multi-objective design of high-frequency structures using knowledge-based constrained modeling approach	56
Intelligent fault diagnosis of rotating machinery based on continuous wavelet transform-local binary convolutional neural network	56
An iterative model-free feature screening procedure: Forward recursive selection	56
Knowledge-based performance-driven modeling of antenna structures	56
Personas-based Student Grouping using reinforcement learning and linear programming	55
Multi-expert Attention Network with Unsupervised Aggregation for long-tailed fault diagnosis under speed variation	55
Semi-supervised NPC segmentation with uncertainty and attention guided consistency	55
A multi-output multi-fidelity Gaussian process model for non-hierarchical low-fidelity data fusion	55
Context–content collaborative network for building extraction from high-resolution imagery	55
Inductive and adaptive graph convolution networks equipped with constraint task for spatial–temporal traffic data kriging	55
STCDesc: Learning deep local descriptor using similar triangle constraint	53
Algorithm for detecting anomalous hosts based on group activity evolution	53
Global pixel-value-ordering framework with dynamic sequence partition for reversible data hiding	53
A Motion Deblurring Disentangled Representation Network	53
A probabilistic data analytics methodology based on Bayesian Belief network for predicting and understanding breast cancer survival	53
Average reward adjusted deep reinforcement learning for order release planning in manufacturing	53
SF-CABD: Secure Byzantine fault tolerance federated learning on Non-IID data	53
A holistic view on positive and negative implicit feedback for micro-video recommendation	53
An improved autoencoder for recommendation to alleviate the vanishing gradient problem	52
Depth-defying OOF-GNN: Sailing smoothly amidst GNN waves	52

Memristor-based Bayesian spiking neural network for IBD diagnosis	52
Correlation filters with adaptive convolution response fusion for object tracking	52
Self-taught cross-domain few-shot learning with weakly supervised object localization and task-decomposition	52
An efficient method for mining high occupancy itemsets based on equivalence class and early pruning	52
A review of graph-based multi-agent pathfinding solvers: From classical to beyond classical	51
MeSIN: Multilevel selective and interactive network for medication recommendation	51
Mobile agent path planning under uncertain environment using reinforcement learning and probabilistic model checking	51
Exploring incomplete decoupling modeling with window and cross-window mechanism for skeleton-based action recognition	51
Frame-based Neural Network for Machine Reading Comprehension	51
Bayesian Optimization based Score Fusion of Linguistic Approaches for Improving Legal Document Summarization	51
A non-definitive auto-transfer mechanism for arbitrary style transfers	51
Real-time steganalysis for streaming media based on multi-channel convolutional sliding windows	50
Multi-level out-of-vocabulary words handling approach	50
OWAdapt: An adaptive loss function for deep learning using OWA operators	50
Predict high-frequency trading marker via manifold learning	50
Multiplex network community detection algorithm based on motif awareness	50
Multi-strategy co-evolutionary differential evolution for mixed-variable optimization	49
A priori-guided multi-layer rain-aware network for single image deraining	49
Kernel multi-attention neural network for knowledge graph embedding	49
Infrared ship target segmentation based on Adversarial Domain Adaptation	49
A deep learning guided memetic framework for graph coloring problems	49
Manifold-based aggregation clustering for unsupervised vehicle re-identification	49
A novel heuristic Morlet wavelet neural network procedure to solve the delay differential perturbed singular model	48
Graph pooling via Dual-view Multi-level Infomax	48
Two density-based sampling approaches for imbalanced and overlapping data	48
Exploration meets exploitation: Multitask learning for emotion recognition based on discrete and dimensional models	48
Multi-domain gate and interactive dual attention for multi-domain dialogue state tracking	48
Entire Deformable ConvNets for semantic segmentation	48
The mechanism of orientation detection based on color-orientation jointly selective cells	48
Missing data imputation for traffic congestion data based on joint matrix factorization	48
BMB-LIME: LIME with modeling local nonlinearity and uncertainty in explainability	47
Inter-object discriminative graph modeling for indoor scene recognition	47
An end-to-end multimodal 3D CNN framework with multi-level features for the prediction of mild cognitive impairment	47
roadscene2vec: A tool for extracting and embedding road scene-graphs	47
Quantum differential evolution with cooperative coevolution framework and hybrid mutation strategy for large scale optimization	46
Optimized skill knowledge transfer model using hybrid Chicken Swarm plus Deer Hunting Optimization for human to robot interaction	46
A decomposition-based multi-objective immune algorithm for feature selection in learning to rank	46
A semi-symmetric domain adaptation network based on multi-level adversarial features for meningioma segmentation	46
Free lunch for federated remote sensing target fine-grained classification: A parameter-efficient framework	46
Low-rank constraint-based multiple projections learning for cross-domain classification	46
An entropy-based weighted dissimilarity metric for numerical data clustering using the distribution of intra feature differences	46
Learning with Hilbert–Schmidt independence criterion: A review and new perspectives	46
Combining user behavioural information at the feature level to enhance continuous authentication systems	46
PERCY: A post-hoc explanation-based score for logic rule dissemination consistency assessment in sentiment classification	46
FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting	46
Spatiotemporal adaptive attention 3D multiobject tracking for autonomous driving	46
Cross-subject EEG linear domain adaption based on batch normalization and depthwise convolutional neural network	46
Multimodal optimization via dynamically hybrid niching differential evolution	46
Fuzzy filter cost-sensitive feature selection with differential evolution	46
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection	46
Efficient one-off clustering for personalized federated learning	45
Enhancing equipment safeguarding in IIoT: A self-supervised fault diagnosis paradigm based on asymmetric graph autoencoder	45
Optimizing fake news detection for Arabic context: A multitask learning approach with transformers and an enhanced Nutcracker Optimization Algorithm	45
Self-attention Mechanism at the Token Level: Gradient Analysis and Algorithm Optimization	45
On the effectiveness of graph data augmentation for source code learning	45
K-nearest neighbors rule combining prototype selection and local feature weighting for classification	45
Accurate and Explainable Recommendation via Hierarchical Attention Network Oriented Towards Crowd Intelligence	45
CrossGCL: Cross-pairwise graph contrastive learning for unbiased recommendation	45
Hill Climb Modular Assembler Encoding: Evolving Modular Neural Networks of fixed modular architecture	45
Statistical learning based blind image watermarking approach	45
Graph-Driven deep Multi-View Clustering with self-paced learning	44
slr-kit: A semi-supervised machine learning framework for systematic literature reviews	44
Editorial Board	44
QLogicE: Quantum Logic Empowered Embedding for Knowledge Graph Completion	44
Deep semi-supervised learning with contrastive learning and partial label propagation for image data	44
A unified framework for visual domain adaptation with covariance matching	44
Fuzzy correlation entropy-based NSGA-II for energy-efficient hybrid flow-shop scheduling problem	44
TSEV-GAN: Generative Adversarial Networks with Target-aware Style Encoding and Verification for facial makeup transfer	44
Model-agnostic and diverse explanations for streaming rumour graphs	44
Cooperative attention generative adversarial network for unsupervised domain adaptation	43
CGNet: A Cascaded Generative Network for dense point cloud reconstruction from a single image	43
Zero-shot domain adaptation for natural language inference by projecting superficial words out	43
Double bayesian pairwise learning for one-class collaborative filtering	43
Domain Invariant and Agnostic Adaptation	43
Missed diagnoses detection by adversarial learning	43
Why-not questions about spatial temporal top-k trajectory similarity search	43
Fusion of linear base classifiers in geometric space	43
Detecting feature influences to quality attributes in large and partially measured spaces using smart sampling and dynamic learning	43
Adaptive Power Iteration Clustering	43
Large margin projection-based multi-metric learning for classification	43
Lorentz equivariant model for knowledge-enhanced hyperbolic collaborative filtering	43
Editorial Board	43
Editorial Board	42
Feature matching driven background generalization neural networks for surface defect segmentation	42
Hybrid agent-based methodology for testing response protocols	42
Sapling Similarity: A performing and interpretable memory-based tool for recommendation	42
Transfer of resource allocation between overlapping and embedded communities in multiagent social networks	42
Editorial Board	42
A recommendation model for e-commerce platforms oriented to explicit information compensation and hidden information mining	42
Redescription mining on data with background network information	42
Pair-wise ranking based preference learning for points-of-interest recommendation	42
Domain adaptation with contrastive and adversarial oriented transferable semantic augmentation	42
GAN-based data augmentation and pseudo-label refinement with holistic features for unsupervised domain adaptation person re-identification	42
A solver of single-agent stochastic puzzle: A case study with Minesweeper	42
A zero-cost unsupervised transfer method based on non-vibration signals fusion for ball screw fault diagnosis	42