Knowledge-Based Systems

Article	Citations
Capturing latent evolution in dynamic graph: A dual-view architecture from spectral perspective	926
Enhanced near-field depth estimation: Integrating global and local path networks	835
Federated feature reconstruction with collaborative star networks	694
SW: A weighted space division framework for imbalanced problems with label noise	571
Collaborative association networks with cross-level attention for session-based recommendation	568
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection	413
Editorial Board	319
Editorial Board	301
Editorial Board	281
Multi-view enhanced truck re-identification	269
Trust-aware energy-efficient and secure routing in MANETs using explicit feature interaction graph neural networks	244
Ambient air pollutants concentration prediction during the COVID-19: A method based on transfer learning	227
A classification method based on dominance neighborhood granularity	222
Alpha entropy search for new information-based Bayesian optimization	206
A novel model to deal with ambiguous and complex time series: Application to sunspots forecasting	203
Interpretable deep network harnessing spectral variability similarity for accurate hyperspectral unmixing	194
Graph contrastive learning via coarsening: A time and memory efficient approach	192
Long-term traffic speed prediction utilizing data augmentation via segmented time frame clustering	186
The mechanism of orientation detection based on color-orientation jointly selective cells	185
Time expression as update operations: Normalizing time expressions via a distantly supervised neural semantic parser	181
Tensor self-representation network for subspace clustering via alternating direction method of multipliers	180
Graph-free kernel discriminant analysis for noise-resilient label spreading	174
Experiencer-Driven and Knowledge-Aware Graph Model for emotion–cause pair extraction	174
FSMamba: A dual-expert architecture with fast global attention and local-enhanced state-space mamba for time series forecasting	167
CrossGCL: Cross-pairwise graph contrastive learning for unbiased recommendation	167

Optical-to-SAR domain adaptation with inversion regularization for unsupervised ship detection	158
Document-level relation extraction with three channels	149
Can question-texts improve the recognition of handwritten mathematical expressions in respondents’ solutions?	147
Visual object tracking via non-local correlation attention learning	144
Monotonic learning in the PAC framework: A new perspective	143
Bridging element fragmentation and inter-view discontinuity via directional geometric embeddings for cross-modal map construction	142
HAFE: A Hierarchical Awareness and Feature Enhancement Network for Scene Text Recognition	139
Pseudo-label enhancement for weakly supervised object detection using self-supervised vision transformer	138
A winner effect based approach for multimodal review helpfulness prediction with deep learning algorithm	137
Regularized Hypothesis-Induced Wasserstein Divergence for unsupervised domain adaptation	136
A novel robust support vector machine classifier with feature mapping	131
Personas-based Student Grouping using reinforcement learning and linear programming	130
Predictive deep learning framework for analyzing customer churn and loyalty behaviour in the banking sector	128
CAFP: A post-processing framework for group fairness via counterfactual model averaging	126
FedPDM: Representation enhanced federated learning with privacy preserving diffusion models	125
Complex wavelet convolutional neural network for interpretable and robust seizure prediction	125
UGSCE-BNN: An uncertainty-guided symmetric cross-entropy Bayesian neural network for industrial time series forecasting	125
A prior-guided deep network for real image denoising and its applications	124
Bidirectional alignment text-embeddings with decoupled contrastive for sequential recommendation	122
Robust deadline-aware network function parallelization framework under demand uncertainty	121
Knowledge-aware document summarization: A survey of knowledge, embedding methods and architectures	120
Long kernel distillation in human activity recognition	120
MRDNet: Multivariable Relational Decomposition Network for Multivariate Time Series Forecasting	120
ATPL: Mutually enhanced adversarial training and pseudo labeling for unsupervised domain adaptation	119
A Software Reference Architecture for Journalistic Knowledge Platforms	113
Multi-plane multi-slice longitudinal MRI for deep ensemble progression detection based on enhanced residual multi-head self-attention	111
Multi-task ordinal regression with task weight discovery	111
Towards Unsupervised Referring Expression Comprehension with Visual Semantic Parsing	110
Dual-stream and dual-branch generative adversarial network for image forgery localization	109
Cross-platform privacy-preserving CT image COVID-19 diagnosis based on source-free domain adaptation	109
What do they “meme”? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding	108
Multi-source partial domain adaptation with Gaussian-based dual-level weighting for PPG-based heart rate estimation	105
Automatically resolving conflicts between expert systems: An experimental approach using large language models and fuzzy cognitive maps from participatory modeling studies	105
MAdaKron: A mixture-of-AdaKron adapters	104
Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning	103
Exploring better target for shadow detection	103
Beyond feature concatenation: Mutual information-driven fusion for multimodal sequential recommendation	102
SDD-Fuse: A multi-modality image fusion framework based on the spiking diffusion fusion model	102
SG-DGCN: Semantic-Guided Dynamic Graph Convolutional Network for Skeleton-Based Gesture Recognition	102
Towards effective few-shot OOD detection for text-attributed graphs via topology-Text consensus modeling	102
Sparse online maximum entropy inverse reinforcement learning via proximal optimization and truncated gradient	101
ACT: Anomaly-aware causal transformer with mixture-of-experts for time-series forecasting	101
A robust and adaptive kernelised correlation filter with fuzzy-enhanced template matching and motion-aware target candidate prediction	101
Optimal subsampling for high-dimensional ridge regression	101
RAQAG : A framework for automatically generating Q&A datasets with retrieval-augmented generation	98
Clustering structure identification with ordering graph	98
Many-task evolutionary algorithm with adaptive knowledge transfer via density-based clustering	98
Three-way role-arbitration outlier detection based on bi-level granular-ball knowledge representation	97
Pyramidal temporal frame prediction for efficient anomalous event detection in smart surveillance systems	96
SGCN: A scalable graph convolutional network with graph-shaped kernels and multi-channels	96

HeDAN: Heterogeneous diffusion attention network for popularity prediction of online content	96
Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm	95
Novel defense strategies for concurrent data and model poisoning attacks in federated learning	93
Automatic channel pruning by neural network based on improved poplar optimisation algorithm	93
Task-oriented medical image super-resolution via target prior guidance	93
TBicomR: Event Prediction in Temporal Knowledge Graphs with Bicomplex Rotation	92
Latent Transformer Diffusion Domain-adaptive network for cross-domain seismic data reconstruction	91
Tiny object detection via implicit feature fusion and hybrid metric adaptive label assignment	91
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization	90
FedTDC: Federated teacher-guided distillation with representation and aggregation calibration	89
A multi-typed multi-relational heterogeneous graph neural network model for complex networks	89
Multi-Condition Latent Diffusion Network for Semantic-aware Knowledge Graph Completion	89
Parallel multi-objective evolutionary optimization based dynamic community detection in software ecosystem	89
FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting	88
Multi-Hypergraph fusion for network-wide traffic flow prediction: A spatiotemporal hypergraph neural network	88
MAR-GCN: A meta-action refinement graph convolutional network for skeleton-based human action recognition	87
Optimizing energy-efficient cluster head selection in wireless sensor networks using a binarized spiking neural network and honey badger algorithm	86
Prompting large language models with knowledge graphs for question answering involving long-tail facts	86
Disentangled Relational Graph Neural Network with Contrastive Learning for knowledge graph completion	86
Towards improving decision tree induction by combining split evaluation measures	85
Trigger is Non-central: Jointly event extraction via label-aware representations with multi-task learning	85
Binary Banyan tree growth optimization: A practical approach to high-dimensional feature selection	85
Knowledge-guided distribution alignment for cross-domain few-shot learning	85
GL-GNN: Graph learning via the network of graphs	85
A novel pedal musculoskeletal response based on differential spatio-temporal LSTM for human activity recognition	84
Edge-guided oceanic scene element detection	84
DistVAE: Distributed Variational Autoencoder for sequential recommendation	84
Concept drift detection based on decision distribution in inconsistent information system	83
Contrastive learning for fair graph representations via counterfactual graph augmentation	83
Mask-guided generative adversarial network for MRI-based CT synthesis	83
F3	83
Fine-grained multivariate time series anomaly detection via causal inference	83
Integrating external knowledge into aspect-based sentiment analysis using graph neural network	83
DPNet: A dual prototype few-shot semantic segmentation network for crack detection	82
Constrained multiobjective differential evolution algorithm with infeasible-proportion control mechanism	82
Sliced Wasserstein weighted multimodal mambavision for emotion recognition	82
Evolving subgraph matching on temporal graphs	82
Cross-modal consistency types in multimodal social data	81
Node classification oriented Adaptive Multichannel Heterogeneous Graph Neural Network	81
Event extraction as machine reading comprehension with question-context bridging	79
Dealing with uncertainty: Balancing exploration and exploitation in deep recurrent reinforcement learning	79
A lightweight intrusion detection algorithm for IoT based on data purification and a separable convolution improved CNN	78
Bidirectional interaction of CNN and Transformer for image inpainting	78
Mutual information-driven self-supervised point cloud pre-training	77
Unified finite-volume physics informed neural networks to solve the heterogeneous partial differential equations	77
AMS: A hyperspectral image classification method based on SVM and multi-modal attention network	76
Decoupling forward and feedback flows: A dual-attention framework for relational inference	76
Multi-dimension rotations based on quaternion system for modeling various patterns in temporal knowledge graphs	76
Graph-Driven deep Multi-View Clustering with self-paced learning	75
Deep learning-based imputation framework for bridge health monitoring using generative adversarial networks	75
An improvement to the interval type-2 fuzzy VIKOR method	75
Aligning large language models with human preferences using historical text edits	75
Batched verifiable distributed secure matrix polynomial computation	75
Privacy preservation in deep reinforcement learning: A training perspective	75
PPDistiller: Weakly-supervised 3D point cloud semantic segmentation framework via point-to-pixel distillation	75
Bi-Interfusion: A bidirectional cross-fusion framework with semantic-guided transformers in LiDAR-camera fusion	74
DACMF-DTI: Dual attention embedded cross-modality fusion for drug-target interaction prediction	74
Dual dynamic graph attention network driven deep reinforcement learning for flexible job-Shop scheduling	73
Bidirectional domain transfer knowledge distillation for catastrophic forgetting in federated learning with heterogeneous data	73
Data-driven approach for selection of on-chain vs off-chain carbon credits data storage methods	73
Domain Adversarial Neural Network with Reliable Pseudo-labels Iteration for cross-subject EEG emotion recognition	72
A cluster aggregation-based personalized federated learning framework for wind turbine gearbox fault diagnosis under model heterogeneity	72
Discriminative fuzzy K-means clustering with local structure preserv	71
Fuzzy correlation entropy-based NSGA-II for energy-efficient hybrid flow-shop scheduling problem	71
A geometry-aware generative model for face morphing attacks	71
Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion	71
SP-Det: Self-prompted dual-text fusion for generalized multi-label lesion detection	70
Enhancing spatiotemporal prediction through the integration of Mamba state space models and Diffusion Transformers	70
A Span-based Multi-Modal Attention Network for joint entity-relation extraction	69
Explainable brain tumor segmentation via attention-guided hybrid CNN–Transformer–Mamba network	69
Multi-domain weakly decoupled domain generalization network for fault diagnosis under unknown operating conditions	69
SFUDNet: Underwater object detection via spatial-frequency domain modulation with mixture of experts	69
DMAdam: Dual averaging enhanced adaptive gradient method for deep neural networks	68
UMAP-SMOTENC: A simple, efficient, and consistent alternative for privacy-aware synthetic data generation	68
Relation-aware multiplex heterogeneous graph neural network	68
Modeling syphilis progression and disability risk with neural networks	67
MonoPAM: Roadside monocular 3D object detection with polygonal attention mechanism	67
A holistic view on positive and negative implicit feedback for micro-video recommendation	67
Spatiotemporal isomorphic cross-brain region interaction network for cross-subject EEG emotion recognition	67
Partial visual-semantic embedding: Fine-grained outfit image representation with massive volumes of tags via angular-based contrastive learning	66

Enhanced phishing detection using multimodal data	66
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection	66
Deep learning methods for multi-horizon long-term forecasting of Harmful Algal Blooms	66
Neural network algorithm with transfer learning and dropout for using a UAV to search the lost target in motion	66
GEAR: Learning graph neural network explainer via adjusting gradients	66
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models	65
A review of graph-based multi-agent pathfinding solvers: From classical to beyond classical	65
An innovative approach for obstacle avoidance and path planning of mobile robot using adaptive deep reinforcement learning for indoor environment	65
A feature shuffling and restoration strategy for universal unsupervised anomaly detection	65
Partial multi-label learning via three-way decision-based tri-training	64
Faithful Counterfactual Visual Explanations (FCVE)	64
An efficient state-aware Coarse-Fine-Grained model for Knowledge Tracing	64
Transferring model structure in Bayesian transfer learning for Gaussian process regression	64
RMViM-Net: Residual multi-path vision mamba with graph interaction attention for medical image segmentation	64
Few-shot online anomaly detection and segmentation	62
Multi-source partial domain adaptation method based on pseudo-balanced target domain for fault diagnosis	62
Optimized task offloading with energy efficient communication and optimal offloading network: a mobility and energy-efficient approach for augmented reality in mobile edge computing	62
Multiple sparse graphs condensation	62
Multi-Level Skeleton Self-Supervised Learning: Enhancing 3D action representation learning with Large Multimodal Models	61
Multi-Dimensional Manifolds Consistency Regularization for semi-supervised remote sensing semantic segmentation	61
An active one-shot learning approach to recognizing land usage from class-wise sparse satellite imagery in smart urban sensing	61
A machine learning approach for detecting cybersecurity vulnerabilities in the internet of medical things	60
Scenario-based self-learning transfer framework for multi-task optimization problems	60
MUSEDA: Multilingual Unsupervised and Supervised Embedding for Domain Adaption	60
Test-driving information theory-based compositional distributional semantics: A case study on Spanish song lyrics	60
Bridge to better understanding: Syntax extension with virtual linking-phrase for natural language inference	60
Fast neighborhood reconstruction with adaptive weights learning	60
Score distillation for anomaly detection	60
Bias-in-debias-out: Hierarchical channel-spatial bias calibration for cross-domain few-shot classification	60
Prostate cancer forecasting in small samples based on lightweight neural networks using ensemble learning	59
Disentangled hyperbolic representation learning for heterogeneous graphs	59
A complementary ratio based clause selection method for contradiction separation dynamic deduction	59
Deep learning based automated vein recognition using swin transformer and super graph glue model	59
Image classification based on enhanced learning of global and local features with structural priors	59
DLCS: A deep learning-based Clustering solution without any clustering algorithm, Utopia?	59
Single image dehazing with an independent Detail-Recovery Network	59
Eliminating backdoor attacks on Vision Kolmogorov-Arnold networks via fine-function pruning	59
Cognitive-based adaptive scenarios in educational games using fuzzy reasoning	58
Fed3Scale: A cloud-edge-client tri-scale collaborative semi-supervised hierarchical federated learning framework	58
Adaptive exploration for few-shot incremental learning	58
EpNet: Power lines foreign object detection with Edge Proposal Network and data composition	58
A fully decentralized distributed learning algorithm for latency communication networks	58
Mixed Resolution Network with hierarchical motion modeling for efficient action recognition	58
Which cascade is more decisive in rumor detection on social media: Based on comparison between repost and reply sequences	58
A dynamically interactable framework with dual-channel security: GAN-based speech steganography for concealed dialogues	58
Sequential node search for faster neural architecture search	58
AGA: An adaptive group alignment framework for structured medical cross-modal representation learning	57
A joint training network for learning more distinguishable relation features in relation classification	57
Research on the attribute reduction method based on the best approximation set	57
A novel smart street intervention mechanism using clustering-based path optimization for street networks	57
Efficient yet secure: An archive knowledge graph-enhanced native sparse attention network for lightweight privacy-preserving recommendation	57
Uninorm-like parametric activation functions for human-understandable neural models	57
Modeling the generative mechanism of personalized preferences from latent groups: A hierarchical nonparametric Bayesian method	57
HiGT-Fuse: Hierarchical Graph-Transformer Fusion Framework for Self-Supervised Howling Detection and Filtering	56
GraphRR: A multiplex Graph based Reciprocal friend Recommender system with applications on online gaming service	56
USER: User-Side modality representation enhancement for multimodal recommendation	56
An accuracy-efficiency balanced dehazing method via dual priors and haze condition classification	55
Robust collaborative clustering approach with adaptive local structure learning	55
Marshall–Olkin power-law distributions in length-frequency of entities	55
BeShift: Behavior-informed data augmentation for robust and fair deep knowledge tracing under distributional shifts	55
TCLNet: Turn-level contrastive learning network with reranking for dialogue state tracking	55
Dronetology: A domain ontology for UAS applications	55
Cross-subject generalizable representation learning with class-subject dual labels for biosignals	55
Statistical Drift Detection Ensemble for batch processing of data streams	54
A Slim Prompt-Averaged Consistency prompt learning for vision–language model	54
Adaptive graph transformer with future interaction modeling for multi-agent trajectory prediction	54
Policy distillation-based multiagent actor–critic for cooperative UAV path planning in complex environments	54
Data augmentation for sentiment classification with semantic preservation and diversity	54
3D Gallery for cross-covariate gait recognition	54
CGC-GS: Cross geometric cues constrained Gaussian splatting	54
Collaborative representation learning for nodes and relations via heterogeneous graph neural network	54
Information bottleneck-guided KNN contrastive hashing for unsupervised cross-modal retrieval	53
Diverse local facial behaviors learning from enhanced expression flow for microexpression recognition	53
GlaucomaGuide: A Retrieval Augmented Generation — Enhanced medical chatbot for patient support in glaucoma management	53
Privacy-enhanced generative adversarial network with adaptive noise allocation	53
Markov clustering ensemble	53
CANet: Comprehensive Attention Network for video-based action recognition	53
TabFusion: Lightweight early fusion of tabular and image data with graph-convolutional neural networks for skin cancer detection	53
Mutual-Taught Deep Clustering	53
Mining fuzzy local periodic activity pattern for Smart home applications	52
HADA: An automated tool for hardware dimensioning of AI applications	52
A cost-efficient federated unlearning framework with rollback and compression optimization	52
Diffusion-step attention consistency for multivariate time series anomaly detection	52
Privacy-preserving ground-truth data for evaluating additive feature attribution in regression models with additive CBR and CQV	52
SiaDNN: Siamese deep neural network for anomaly detection in user behavior	52
Towards safe and robust weakly-supervised anomaly detection under subpopulation shift	52
FedECP: Enhancing global collaboration and local personalization for personalized federated learning	52
Exploring the adversarial robustness of face forgery detection with decision-based black-box attacks	52
SE-BLS: A Shapley-Value-Based Ensemble Broad Learning System with collaboration-based feature selection and CAM visualization	52
Expression of Concern: “Fusing multi-source quality statistical data for construction risk assessment and warning based on deep learning” [Knowledge-Based Systems, Volume 284, 25 January 2024, 111223]	51
Validating functional redundancy with mixed generative adversarial networks	51
Misalignment-resistant domain adaptive learning for one-stage object detection	51
Machine Learning and Genetic Algorithms: A case study on image reconstruction	50
Development of heuristic adapted serial-based deep learning for efficient adversarial malware detection framework in windows	50
A topology-aware multiscale feature fusion network for EEG-based motor imagery decoding	50