Knowledge-Based Systems

Article	Citations
Dual constraints and adversarial learning for fair recommenders	686
Relation-aware multiplex heterogeneous graph neural network	530
Feature/vector entity retrieval and disambiguation techniques to create a supervised and unsupervised semantic table interpretation approach	478
Semi-supervised cross-modal hashing with joint hyperboloid mapping	472
Discriminative fuzzy K-means clustering with local structure preserv	453
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models	348
New feature attribution method for explainable aspect-based sentiment classification	333
Which classifiers are connected to others? An optimal connection framework for multi-layer ensemble systems	265
Stochastic human motion prediction using a quantized conditional diffusion model	264
Node classification based on structure migration and graph attention convolutional crossover network	234
A novel spatio-temporal feature interleaved contrast learning neural network from a robustness perspective	207
SDR-GNN: Spectral Domain Reconstruction Graph Neural Network for incomplete multimodal learning in conversational emotion recognition	194
Multi-UNet: An effective Multi-U convolutional networks for semantic segmentation	189
Adversarial event patch for Spiking Neural Networks	178
A heated stack based type-2 fuzzy multi-objective optimisation system for telecommunications capacity planning	175
Embedded feature selection approach based on TSK fuzzy system with sparse rule base for high-dimensional classification problems	174
Domain knowledge-guided intelligent recognition of multi-type potential landslides	171
An efficient algorithm for fast discovery of high-efficiency patterns	169
MHRN: A multi-perspective hierarchical relation network for knowledge graph embedding	167
SHKD: A framework for traffic prediction based on Sub-Hypergraph and Knowledge Distillation	160
Automatically resolving conflicts between expert systems: An experimental approach using large language models and fuzzy cognitive maps from participatory modeling studies	160
KMDSAN: A novel method for cross-domain and unsupervised bearing fault diagnosis	160
Metacognitive symbolic distillation framework for multi-choice machine reading comprehension	155
Editorial Board	144
From local to global: Leveraging document graph for named entity recognition	142

Weakly-supervised cross-contrastive learning network for image manipulation detection and localization	140
MFCQA: Multi-Range Feature Cross-Attention Mechanism for no-reference image quality assessment	138
A contrast-invariant feature extraction framework for single-domain generalization in infrared small target detection	137
Textual out-of-distribution (OOD) detection for LLM quality assurance	136
Automatic channel pruning by neural network based on improved poplar optimisation algorithm	134
Alleviating the attribute conditional independence and I.I.D. assumptions of averaged one-dependence estimator by double weighting	132
Class-specific representation based distance metric learning for image set classification	132
A prior-guided deep network for real image denoising and its applications	130
DATa: Domain Adaptation-aided deep Table detection using visual–lexical representations	125
An improved clustering based multi-objective evolutionary algorithm for influence maximization under variable-length solutions	122
A federated data-driven evolutionary algorithm	120
DeepResGRU: Residual gated recurrent neural network-augmented Kalman filtering for speech enhancement and recognition	120
Discovering emotion and reasoning its flip in multi-party conversations using masked memory network and transformer	119
DPA-EI: Long-tailed classification by dual progressive augmentation from explicit and implicit perspectives	118
Aggregated Mutual Learning between CNN and Transformer for semi-supervised medical image segmentation	116
Pseudo-label enhancement for weakly supervised object detection using self-supervised vision transformer	115
Personalized federated learning with multiple classifier aggregation	113
Deep learning-based imputation framework for bridge health monitoring using generative adversarial networks	113
Cross-lingual distillation for domain knowledge transfer with sentence transformers	112
CoLE: A collaborative legal expert prompting framework for large language models in law	111
Multi-dimension rotations based on quaternion system for modeling various patterns in temporal knowledge graphs	110
Social bot detection using variational generative adversarial networks with hidden Markov models in Twitter network	109
DDC: Dynamic distribution calibration for few-shot learning under multi-scale representation	109
Bidirectional domain transfer knowledge distillation for catastrophic forgetting in federated learning with heterogeneous data	101
Corporate relation extraction for the construction of knowledge-bases against tax fraud	101
Incorporating image representation and texture feature for sensor-based gymnastics activity recognition	100
Enhancing robustness of object detection: Hubel–Wiesel model connected with deep learning	100
A knowledge-driven method for real-time acoustic holographic field reconstruction using physical modeling and semi-supervised neural networks	99
Optimized multi-anchor space-aware temporal convolutional neural network for automobile sales prediction	96
Cross-sensor contrastive learning-based pre-training for machinery fault diagnosis under sample-limited conditions	96
Personalized Image Aesthetics Assessment based on Graph Neural Network and Collaborative Filtering	96
Multi-guided feature refinement for point cloud semantic segmentation with weakly supervision	96
Spatio-temporal deep learning for improved face presentation attack detection	96
A novel strongly-typed Genetic Programming algorithm for combining sentiment and technical analysis for algorithmic trading	96
Editorial Board	96
Fair Transition Loss: From label noise robustness to bias mitigation	94
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection	93
ADS-detector: An attention-based dual stream adversarial example detection method	92
DRSI-Net: Dual-residual spatial interaction network for multi-person pose estimation	92
Cooperative coevolutionary instance selection for multilabel problems	92
Fine-grained recognition: Multi-granularity labels and category similarity matrix	91
Threshold center-symmetric local binary convolutional neural networks for bilingual handwritten digit recognition	91
A wide interpretable Gaussian Takagi–Sugeno–Kang fuzzy classifier and its incremental learning	91
Gene selection for microarray data classification based on Gray Wolf Optimizer enhanced with TRIZ-inspired operators	91
Clustering of noised and heterogeneous multi-view data with graph learning and projection decomposition	89
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization	87
Cost-sensitive max-margin feature selection for SVM using alternated sorting method genetic algorithm	83
Multifactor and multiscale method for power load forecasting	83
3D hierarchical dual-attention fully convolutional networks with hybrid losses for diverse glioma segmentation	82
A zero-cost unsupervised transfer method based on non-vibration signals fusion for ball screw fault diagnosis	81

Semi-supervised multi-label dimensionality reduction learning based on minimizing redundant correlation of specific and common features	81
Feature selection using binary horse herd optimization algorithm with lightGBA ensemble classification in microarray data	81
Federated conditional generative adversarial nets imputation method for air quality missing data	81
A learning automata-based hybrid MPA and JS algorithm for numerical optimization problems and its application on data clustering	80
Domain adaptation with contrastive and adversarial oriented transferable semantic augmentation	80
Top-down framework for weakly-supervised grounded image captioning	80
One and one make eleven: An interpretable neural network for image recognition	80
Fine-grained personalized federated learning via transformer in the transformer framework	79
DAHGN: Degree-Aware Heterogeneous Graph Neural Network	79
DGA-PSO: An improved detector generation algorithm based on particle swarm optimization in negative selection	79
A Span-based Multivariate Information-aware Embedding Network for joint relational triplet extraction of threat intelligence	79
Guiding data-driven design ideation by knowledge distance	78
An edge-aware graph autoencoder trained on scale-imbalanced data for traveling salesman problems	78
Dynamic graph convolutional autoencoder with node-attribute-wise attention for kidney and tumor segmentation from CT volumes	76
An intelligent hybrid classification algorithm integrating fuzzy rule-based extraction and harmony search optimization: Medical diagnosis applications	76
Light-weight UAV object tracking network based on strategy gradient and attention mechanism	75
GAN-based data augmentation and pseudo-label refinement with holistic features for unsupervised domain adaptation person re-identification	75
Enhancing equipment safeguarding in IIoT: A self-supervised fault diagnosis paradigm based on asymmetric graph autoencoder	75
Inductive and adaptive graph convolution networks equipped with constraint task for spatial–temporal traffic data kriging	74
iTransMamba: A Lightweight Spatio-Temporal Network Based on Long-Term Traffic Flow Forecasting	74
Editorial Board	73
Integration of ontology reasoning-based monocular cues in deep learning modeling for single image depth estimation in urban driving scenarios	73
A novel pedal musculoskeletal response based on differential spatio-temporal LSTM for human activity recognition	73
A learning orientation detection system and its application to grayscale images	72
TSFNFR: Two-stage fuzzy neighborhood-based feature reduction with binary whale optimization algorithm for imbalanced data classification	72
Early-stage detection of cognitive impairment by hybrid quantum-classical algorithm using resting-state functional MRI time-series	72
Sentiment analysis using novel and interpretable architectures of Hidden Markov Models	71
Trigger is Non-central: Jointly event extraction via label-aware representations with multi-task learning	71
FL-OTCSEnc: Towards secure federated learning with deep compressed sensing	71
A fast learning algorithm for One-Class Slab Support Vector Machines	71
SoFTNet: A concept-controlled deep learning architecture for interpretable image classification	70
Knowledge graph embedding by relational and entity rotation	70
A new multi-source Transfer Learning method based on Two-stage Weighted Fusion	69
Double-kernel based class-specific broad learning system for multiclass imbalance learning	69
Integrating external knowledge into aspect-based sentiment analysis using graph neural network	69
Knowledge graph extension with a pre-trained language model via unified learning method	69
Knowledge graph-enabled adaptive work packaging approach in modular construction	69
PATNet: Patch-to-pixel attention-aware transformer network for RGB-D and RGB-T salient object detection	69
An ensemble-based outlier detection method for clustered and local outliers with differential potential spread loss	69
HeDAN: Heterogeneous diffusion attention network for popularity prediction of online content	68
Few-shot fault diagnosis of turnout switch machine based on semi-supervised weighted prototypical network	67
DistVAE: Distributed Variational Autoencoder for sequential recommendation	67
Two-phase self-supervised pretraining for object re-identification	67
Multi-label text classification based on semantic-sensitive graph convolutional network	66
Partial multi-label learning via three-way decision-based tri-training	66
Learning effective feature representation for video object segmentation via memory	65
CMOT: A cross-modality transformer for RGB-D fusion in person re-identification with online learning capabilities	65
PPDistiller: Weakly-supervised 3D point cloud semantic segmentation framework via point-to-pixel distillation	65
On the interpretability of Fuzzy Cognitive Maps	65
MAGNet: Multi-scale Awareness and Global fusion Network for RGB-D salient object detection	65
Privacy preservation in deep reinforcement learning: A training perspective	65
Modeling multi-aspect preferences and intents for multi-behavioral sequential recommendation	65
A novel semi-supervised prototype network with two-stream wavelet scattering convolutional encoder for TBM main bearing few-shot fault diagnosis	64
Chart GCN: Learning chart information with a graph convolutional network for stock movement prediction	64
UMAP-SMOTENC: A simple, efficient, and consistent alternative for privacy-aware synthetic data generation	64
CCGIR: Information retrieval-based code comment generation method for smart contracts	64
Semi-supervised NPC segmentation with uncertainty and attention guided consistency	63
TFGAN: Traffic forecasting using generative adversarial network with multi-graph convolutional network	63
Missing data imputation for traffic congestion data based on joint matrix factorization	63
Incorporate opinion-towards for stance detection	63
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection	63
Instance weighted SMOTE by indirectly exploring the data distribution	63
Auto-weighted low-rank representation for clustering	63
A species-based flower pollination algorithm with increased selection pressure in abiotic local pollination and enhanced intensification	62
Multi-granularity confidence learning for unsupervised text-to-image person re-identification with incomplete modality	62
An improved arithmetic optimization algorithm for training feedforward neural networks under dynamic environments	62
Knowledge assimilation: Implementing knowledge-guided agricultural large language model	62
STCDesc: Learning deep local descriptor using similar triangle constraint	61
Multi-expert Attention Network with Unsupervised Aggregation for long-tailed fault diagnosis under speed variation	61
Average reward adjusted deep reinforcement learning for order release planning in manufacturing	61
An efficient method for mining high occupancy itemsets based on equivalence class and early pruning	60
A Motion Deblurring Disentangled Representation Network	60
Depth-defying OOF-GNN: Sailing smoothly amidst GNN waves	60
Memristor-based Bayesian spiking neural network for IBD diagnosis	60
Global pixel-value-ordering framework with dynamic sequence partition for reversible data hiding	60
A non-definitive auto-transfer mechanism for arbitrary style transfers	59
Multi-domain gate and interactive dual attention for multi-domain dialogue state tracking	59
Self-taught cross-domain few-shot learning with weakly supervised object localization and task-decomposition	59
OWAdapt: An adaptive loss function for deep learning using OWA operators	59
Low-rank constraint-based multiple projections learning for cross-domain classification	59

PERCY: A post-hoc explanation-based score for logic rule dissemination consistency assessment in sentiment classification	59
Mobile agent path planning under uncertain environment using reinforcement learning and probabilistic model checking	59
Exploration meets exploitation: Multitask learning for emotion recognition based on discrete and dimensional models	59
DP-GMM clustering-based ensemble learning prediction methodology for dam deformation considering spatiotemporal differentiation	59
Enhancing lifestyle and health monitoring of elderly populations using CSA-TkELM classifier	58
Differential private knowledge trading in vehicular federated learning using contract theory	58
Fast random opposition-based learning Golden Jackal Optimization algorithm	58
Imbalanced deep transfer network for fault diagnosis of high-speed train traction motor bearings	58
Entire Deformable ConvNets for semantic segmentation	57
A new adaptive multi-scale attention adversarial network for cross-domain fault diagnosis	57
Imbalance fault diagnosis under long-tailed distribution: Challenges, solutions and prospects	57
An improved autoencoder for recommendation to alleviate the vanishing gradient problem	57
MeSIN: Multilevel selective and interactive network for medication recommendation	57
Parallel fish migration optimization with compact technology based on memory principle for wireless sensor networks	57
MultiEmo: Multi-task framework for emoji prediction	57
Constrained multiobjective differential evolution algorithm with infeasible-proportion control mechanism	57
Complex network modeling of EEG band coupling in dyslexia: An exploratory analysis of auditory processing and diagnosis	57
A unified framework for visual domain adaptation with covariance matching	56
Hill Climb Modular Assembler Encoding: Evolving Modular Neural Networks of fixed modular architecture	56
slr-kit: A semi-supervised machine learning framework for systematic literature reviews	56
Editorial Board	56
Real noise image adjustment networks for saliency-aware stylistic color retouch	56
Optimized skill knowledge transfer model using hybrid Chicken Swarm plus Deer Hunting Optimization for human to robot interaction	56
Detecting feature influences to quality attributes in large and partially measured spaces using smart sampling and dynamic learning	55
Editorial Board	55
Editorial Board	55
Editorial Board	55
Feature matching driven background generalization neural networks for surface defect segmentation	55
A recommendation model for e-commerce platforms oriented to explicit information compensation and hidden information mining	55
Large margin projection-based multi-metric learning for classification	55
Editorial Board	55
DeepFusion: A simple way to improve traditional multi-view stereo methods using deep learning	54
A complex network analysis approach to compare the performance of batsmen across different formats	54
Automatic update strategy for real-time discovery of hidden customer intents in chatbot systems	54
Editorial Board	54
Leveraging speaker-aware structure and factual knowledge for faithful dialogue summarization	54
Edge-guided oceanic scene element detection	54
A solver of single-agent stochastic puzzle: A case study with Minesweeper	54
Incorporating geometry knowledge into an incremental learning structure for few-shot intent recognition	53
Publication classification prediction via citation attention fusion based on dynamic relations	53
Editorial Board	53
Editorial Board	53
A location-based advising method in teacher–student frameworks	53
An ambiguity-aware classifier of lumbar disc degeneration	53
MER: Modular Element Randomization for robust generalizable policy in deep reinforcement learning	52
Latent graph learning with dual-channel attention for relation extraction	52
Editorial Board	52
Smart contract-based caching and data transaction optimization in mobile edge computing	52
Exploration of polytomous-attribute Q-matrix validation in cognitive diagnostic assessment	52
An ensemble learning framework for click-through rate prediction based on a reinforcement learning algorithm with parameterized actions	52
Graph classification based on skeleton and component features	52
Echo state network and classical statistical techniques for time series forecasting: A review	52
Manifold discrimination partial adversarial domain adaptation	52
A new weakly supervised strategy for surgical tool detection	52
Editorial Board	52
Topic-level knowledge sub-graphs for multi-turn dialogue generation	51
Editorial Board	51
The most active community search in large temporal graphs	51
On causal structural learning algorithms: Oracles’ simulations and considerations	51
Editorial Board	51
Statistics-based approach for large-scale group decision-making under incomplete Pythagorean fuzzy information with risk attitude	51
Robust compressed sensing MRI based on combined nonconvex regularization	51
Self-supervised heterogeneous graph learning with iterative similarity distillation	51
Editorial Board	51
Natural local density-based adaptive oversampling algorithm for imbalanced classification	51
Graph optimization algorithm enhanced by dual-scale spectral features with contrastive learning for robust bearing fault diagnosis	50
Instance-level feature bias calibration learning for text-to-image person re-identification	50
High-precision privacy-protected image retrieval based on multi-feature fusion	50
Binary Banyan tree growth optimization: A practical approach to high-dimensional feature selection	50
Target–background interaction modeling transformer for object tracking	50
Low-rank joint distribution adaptation for cross-corpus speech emotion recognition	50
Bidirectional alignment text-embeddings with decoupled contrastive for sequential recommendation	49
DS-Net: A model driven network framework for lesion segmentation on fundus image	49
Advanced deep learning framework for ECG arrhythmia classification using 1D-CNN with attention mechanism	49
Low correlation portfolio formation with preselection using rich relational data	49
Editorial Board	49
Division gets better: Learning brightness-aware and detail-sensitive representations for low-light image enhancement	48
Knowledge-based performance-driven modeling of antenna structures	48
Classification optimization node injection attack on graph neural networks	48
SelFLoc: Selective feature fusion for large-scale point cloud-based place recognition	48
Cyber threat prediction using dynamic heterogeneous graph learning	47
PDA: Progressive Domain Adaptation for Semantic Segmentation	47
Activation function optimization scheme for image classification	47
Scale adaption-guided human face detection	47
Dealing with uncertainty: Balancing exploration and exploitation in deep recurrent reinforcement learning	47
MMOEA-SP: A multistage many-objective evolutionary algorithm based on sampling points	47
Debugging incoherent ontology by extracting a clash module and identifying root unsatisfiable concepts	47
Mathematical model and augmented simulated annealing algorithm for mixed-model assembly job shop scheduling problem with batch transfer	47
KnowBug: Enhancing Large language models with bug report knowledge for deep learning framework bug prediction	46
Considering representation diversity and prediction consistency for domain generalization semantic segmentation	46
Local Metric NER: A new paradigm for named entity recognition from a multi-label perspective	46
CSP-Net: Common spatial pattern empowered neural networks for EEG-based motor imagery classification	46
Deep attributed graph clustering with feature consistency contrastive and topology enhanced network	46
A novel method for identifying key nodes in multi-layer networks based on dynamic influence range and community importance	46
Underwater image restoration via spatially adaptive polarization imaging and color correction	46