Knowledge-Based Systems

Papers
(The median citation count of Knowledge-Based Systems is 4. 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 2022-06-01 to 2026-06-01.)
ArticleCitations
Capturing latent evolution in dynamic graph: A dual-view architecture from spectral perspective874
Mutual information-driven self-supervised point cloud pre-training799
Enhanced near-field depth estimation: Integrating global and local path networks649
Federated feature reconstruction with collaborative star networks533
GL-GNN: Graph learning via the network of graphs511
SW: A weighted space division framework for imbalanced problems with label noise387
Exploring better target for shadow detection318
GEAR: Learning graph neural network explainer via adjusting gradients298
Collaborative association networks with cross-level attention for session-based recommendation268
Improving probability selection based weights for satisfiability problems268
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection260
TBicomR: Event Prediction in Temporal Knowledge Graphs with Bicomplex Rotation215
Editorial Board198
Editorial Board196
Editorial Board192
Cross-platform privacy-preserving CT image COVID-19 diagnosis based on source-free domain adaptation188
Trigger is Non-central: Jointly event extraction via label-aware representations with multi-task learning185
Malicious software spread modeling and control in cyber–physical systems184
Edge-guided oceanic scene element detection174
Boosting chameleon swarm algorithm with consumption AEO operator for global optimization and feature selection166
Multi-view enhanced truck re-identification164
Ambient air pollutants concentration prediction during the COVID-19: A method based on transfer learning161
Trust-aware energy-efficient and secure routing in MANETs using explicit feature interaction graph neural networks161
A classification method based on dominance neighborhood granularity154
Alpha entropy search for new information-based Bayesian optimization153
A novel model to deal with ambiguous and complex time series: Application to sunspots forecasting152
Cross-modal consistency types in multimodal social data152
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection141
Genetic-GNN: Evolutionary architecture search for Graph Neural Networks140
A Span-based Multi-Modal Attention Network for joint entity-relation extraction139
Binary Golden Eagle Optimizer with Time-Varying Flight Length for feature selection134
Interpretable deep network harnessing spectral variability similarity for accurate hyperspectral unmixing132
Graph contrastive learning via coarsening: A time and memory efficient approach129
Optimized task offloading with energy efficient communication and optimal offloading network: a mobility and energy-efficient approach for augmented reality in mobile edge computing125
Long-term traffic speed prediction utilizing data augmentation via segmented time frame clustering124
Towards improving decision tree induction by combining split evaluation measures124
The mechanism of orientation detection based on color-orientation jointly selective cells123
Time expression as update operations: Normalizing time expressions via a distantly supervised neural semantic parser122
MAdaKron: A mixture-of-AdaKron adapters121
Many-task evolutionary algorithm with adaptive knowledge transfer via density-based clustering121
Tensor self-representation network for subspace clustering via alternating direction method of multipliers119
Graph-free kernel discriminant analysis for noise-resilient label spreading118
Experiencer-Driven and Knowledge-Aware Graph Model for emotion–cause pair extraction116
A geometry-aware generative model for face morphing attacks116
Automatic channel pruning by neural network based on improved poplar optimisation algorithm116
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization115
FSMamba: A dual-expert architecture with fast global attention and local-enhanced state-space mamba for time series forecasting115
CrossGCL: Cross-pairwise graph contrastive learning for unbiased recommendation113
Partial multi-label learning via three-way decision-based tri-training112
A feature shuffling and restoration strategy for universal unsupervised anomaly detection112
MonoPAM: Roadside monocular 3D object detection with polygonal attention mechanism110
Dual dynamic graph attention network driven deep reinforcement learning for flexible job-Shop scheduling110
Optical-to-SAR domain adaptation with inversion regularization for unsupervised ship detection106
DMAdam: Dual averaging enhanced adaptive gradient method for deep neural networks106
Document-level relation extraction with three channels104
Can question-texts improve the recognition of handwritten mathematical expressions in respondents’ solutions?102
Bridging element fragmentation and inter-view discontinuity via directional geometric embeddings for cross-modal map construction101
Visual object tracking via non-local correlation attention learning101
Monotonic learning in the PAC framework: A new perspective101
Parallel multi-objective evolutionary optimization based dynamic community detection in software ecosystem100
A cluster aggregation-based personalized federated learning framework for wind turbine gearbox fault diagnosis under model heterogeneity100
A prior-guided deep network for real image denoising and its applications99
An efficient state-aware Coarse-Fine-Grained model for Knowledge Tracing98
Bidirectional alignment text-embeddings with decoupled contrastive for sequential recommendation98
Neural network algorithm with transfer learning and dropout for using a UAV to search the lost target in motion98
Robust deadline-aware network function parallelization framework under demand uncertainty98
Contrastive learning for fair graph representations via counterfactual graph augmentation97
Binary Banyan tree growth optimization: A practical approach to high-dimensional feature selection96
Long kernel distillation in human activity recognition96
Knowledge-guided distribution alignment for cross-domain few-shot learning95
Constrained multiobjective differential evolution algorithm with infeasible-proportion control mechanism94
DACMF-DTI: Dual attention embedded cross-modality fusion for drug-target interaction prediction94
Enhanced phishing detection using multimodal data93
Data-driven approach for selection of on-chain vs off-chain carbon credits data storage methods92
Pyramidal temporal frame prediction for efficient anomalous event detection in smart surveillance systems92
What do they “meme”? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding92
DistVAE: Distributed Variational Autoencoder for sequential recommendation90
Knowledge-aware document summarization: A survey of knowledge, embedding methods and architectures90
Chart GCN: Learning chart information with a graph convolutional network for stock movement prediction90
Multiple sparse graphs condensation89
Three-way role-arbitration outlier detection based on bi-level granular-ball knowledge representation89
SGCN: A scalable graph convolutional network with graph-shaped kernels and multi-channels88
Fine-grained multivariate time series anomaly detection via causal inference88
Privacy preservation in deep reinforcement learning: A training perspective87
ATPL: Mutually enhanced adversarial training and pseudo labeling for unsupervised domain adaptation87
MRDNet: Multivariable Relational Decomposition Network for Multivariate Time Series Forecasting87
Deep semi-supervised learning with contrastive learning and partial label propagation for image data86
Sliced Wasserstein weighted multimodal mambavision for emotion recognition85
A Software Reference Architecture for Journalistic Knowledge Platforms85
Mask-guided generative adversarial network for MRI-based CT synthesis85
Evolving subgraph matching on temporal graphs84
Unified finite-volume physics informed neural networks to solve the heterogeneous partial differential equations84
Bi-Interfusion: A bidirectional cross-fusion framework with semantic-guided transformers in LiDAR-camera fusion84
Multi-plane multi-slice longitudinal MRI for deep ensemble progression detection based on enhanced residual multi-head self-attention84
Few-shot online anomaly detection and segmentation84
Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion84
A lightweight intrusion detection algorithm for IoT based on data purification and a separable convolution improved CNN83
Node classification oriented Adaptive Multichannel Heterogeneous Graph Neural Network83
Concept drift detection based on decision distribution in inconsistent information system83
Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm83
PPDistiller: Weakly-supervised 3D point cloud semantic segmentation framework via point-to-pixel distillation82
An improvement to the interval type-2 fuzzy VIKOR method82
Bidirectional interaction of CNN and Transformer for image inpainting82
Multi-dimension rotations based on quaternion system for modeling various patterns in temporal knowledge graphs82
Multi-task ordinal regression with task weight discovery82
FedTDC: Federated teacher-guided distillation with representation and aggregation calibration81
Clustering structure identification with ordering graph81
Explainable brain tumor segmentation via attention-guided hybrid CNN–Transformer–Mamba network81
Towards Unsupervised Referring Expression Comprehension with Visual Semantic Parsing80
Graph-Driven deep Multi-View Clustering with self-paced learning80
Event extraction as machine reading comprehension with question-context bridging79
Spatiotemporal isomorphic cross-brain region interaction network for cross-subject EEG emotion recognition79
Dual-stream and dual-branch generative adversarial network for image forgery localization78
HeDAN: Heterogeneous diffusion attention network for popularity prediction of online content78
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models78
Enhancing spatiotemporal prediction through the integration of Mamba state space models and Diffusion Transformers78
DPNet: A dual prototype few-shot semantic segmentation network for crack detection76
Relation-aware multiplex heterogeneous graph neural network76
Multi-source partial domain adaptation method based on pseudo-balanced target domain for fault diagnosis76
Transferring model structure in Bayesian transfer learning for Gaussian process regression75
Modeling syphilis progression and disability risk with neural networks75
HAFE: A Hierarchical Awareness and Feature Enhancement Network for Scene Text Recognition75
Disentangled Relational Graph Neural Network with Contrastive Learning for knowledge graph completion75
A winner effect based approach for multimodal review helpfulness prediction with deep learning algorithm74
Fuzzy correlation entropy-based NSGA-II for energy-efficient hybrid flow-shop scheduling problem74
UMAP-SMOTENC: A simple, efficient, and consistent alternative for privacy-aware synthetic data generation74
Pseudo-label enhancement for weakly supervised object detection using self-supervised vision transformer74
Regularized Hypothesis-Induced Wasserstein Divergence for unsupervised domain adaptation73
Discriminative fuzzy K-means clustering with local structure preserv73
Automatically resolving conflicts between expert systems: An experimental approach using large language models and fuzzy cognitive maps from participatory modeling studies73
Predictive deep learning framework for analyzing customer churn and loyalty behaviour in the banking sector72
CAFP: A post-processing framework for group fairness via counterfactual model averaging72
Personas-based Student Grouping using reinforcement learning and linear programming72
Complex wavelet convolutional neural network for interpretable and robust seizure prediction72
RAQAG : A framework for automatically generating Q&A datasets with retrieval-augmented generation72
A novel robust support vector machine classifier with feature mapping72
UGSCE-BNN: An uncertainty-guided symmetric cross-entropy Bayesian neural network for industrial time series forecasting72
FedPDM: Representation enhanced federated learning with privacy preserving diffusion models71
FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting71
Beyond feature concatenation: Mutual information-driven fusion for multimodal sequential recommendation70
SDD-Fuse: A multi-modality image fusion framework based on the spiking diffusion fusion model70
Towards effective few-shot OOD detection for text-attributed graphs via topology-Text consensus modeling70
SP-Det: Self-prompted dual-text fusion for generalized multi-label lesion detection70
A review of graph-based multi-agent pathfinding solvers: From classical to beyond classical70
Bidirectional domain transfer knowledge distillation for catastrophic forgetting in federated learning with heterogeneous data70
Novel defense strategies for concurrent data and model poisoning attacks in federated learning69
ACT: Anomaly-aware causal transformer with mixture-of-experts for time-series forecasting69
A holistic view on positive and negative implicit feedback for micro-video recommendation69
Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning68
Prompting large language models with knowledge graphs for question answering involving long-tail facts68
Aligning large language models with human preferences using historical text edits67
A deep learning based framework for diagnosis of mild cognitive impairment67
Multi-source partial domain adaptation with Gaussian-based dual-level weighting for PPG-based heart rate estimation67
A multi-typed multi-relational heterogeneous graph neural network model for complex networks66
A novel pedal musculoskeletal response based on differential spatio-temporal LSTM for human activity recognition66
Multi-Dimensional Manifolds Consistency Regularization for semi-supervised remote sensing semantic segmentation66
F365
AMS: A hyperspectral image classification method based on SVM and multi-modal attention network65
Optimal subsampling for high-dimensional ridge regression65
MAR-GCN: A meta-action refinement graph convolutional network for skeleton-based human action recognition64
An innovative approach for obstacle avoidance and path planning of mobile robot using adaptive deep reinforcement learning for indoor environment64
A robust and adaptive kernelised correlation filter with fuzzy-enhanced template matching and motion-aware target candidate prediction63
Sparse online maximum entropy inverse reinforcement learning via proximal optimization and truncated gradient63
Faithful Counterfactual Visual Explanations (FCVE)63
Dealing with uncertainty: Balancing exploration and exploitation in deep recurrent reinforcement learning63
RMViM-Net: Residual multi-path vision mamba with graph interaction attention for medical image segmentation63
SFUDNet: Underwater object detection via spatial-frequency domain modulation with mixture of experts63
Integrating external knowledge into aspect-based sentiment analysis using graph neural network62
Optimizing energy-efficient cluster head selection in wireless sensor networks using a binarized spiking neural network and honey badger algorithm62
Deep learning-based imputation framework for bridge health monitoring using generative adversarial networks62
Deep learning methods for multi-horizon long-term forecasting of Harmful Algal Blooms62
Partial visual-semantic embedding: Fine-grained outfit image representation with massive volumes of tags via angular-based contrastive learning62
Domain Adversarial Neural Network with Reliable Pseudo-labels Iteration for cross-subject EEG emotion recognition62
Multi-Level Skeleton Self-Supervised Learning: Enhancing 3D action representation learning with Large Multimodal Models61
Latent Transformer Diffusion Domain-adaptive network for cross-domain seismic data reconstruction61
Multi-domain weakly decoupled domain generalization network for fault diagnosis under unknown operating conditions61
An active one-shot learning approach to recognizing land usage from class-wise sparse satellite imagery in smart urban sensing61
Multi-Hypergraph fusion for network-wide traffic flow prediction: A spatiotemporal hypergraph neural network61
A safe reinforcement learning algorithm for supervisory control of power plants61
Scenario-based self-learning transfer framework for multi-task optimization problems60
MUSEDA: Multilingual Unsupervised and Supervised Embedding for Domain Adaption60
Bridge to better understanding: Syntax extension with virtual linking-phrase for natural language inference60
Bias-in-debias-out: Hierarchical channel-spatial bias calibration for cross-domain few-shot classification60
Score distillation for anomaly detection59
Test-driving information theory-based compositional distributional semantics: A case study on Spanish song lyrics59
A graph based preordonnances theoretic supervised feature selection in high dimensional data59
A machine learning approach for detecting cybersecurity vulnerabilities in the internet of medical things59
DuaPIN: Auxiliary task enhanced dual path interaction network for civil court view generation59
BGCL: Bi-subgraph network based on graph contrastive learning for cold-start QoS prediction59
Graph convolutional networks in language and vision: A survey59
Prostate cancer forecasting in small samples based on lightweight neural networks using ensemble learning58
A fine-tuned end-to-end model based on adversarial training for entity recognition in cybersecurity58
Fast neighborhood reconstruction with adaptive weights learning58
Three-stage binarization of color document images based on discrete wavelet transform and generative adversarial networks58
Deep learning based automated vein recognition using swin transformer and super graph glue model57
ECH3OA: An E57
Single image dehazing with an independent Detail-Recovery Network57
Dynamics simulation-based deep residual neural networks to detect flexible shafting faults56
DLCS: A deep learning-based Clustering solution without any clustering algorithm, Utopia?56
Disentangled hyperbolic representation learning for heterogeneous graphs56
Enhancing bug localization with bug report decomposition and code hierarchical network56
MF2POSE: Multi-task Feature Fusion Pseudo-Siamese Network for intrusion detection using Category-distance Promotion Loss56
@LM DeceptionNet: A multimodal approach for efficient transfer learning-based deception detection56
Image classification based on enhanced learning of global and local features with structural priors56
Mixed Resolution Network with hierarchical motion modeling for efficient action recognition55
Sequential node search for faster neural architecture search55
A feature reuse framework with texture-adaptive aggregation for reference-based super-resolution55
Improving the transferability of adversarial examples through neighborhood attribution55
Eliminating backdoor attacks on Vision Kolmogorov-Arnold networks via fine-function pruning55
Recurrent neural networks with attention mechanisms and dimensionality reduction for accurate data-driven modelling of antennas55
A dynamically interactable framework with dual-channel security: GAN-based speech steganography for concealed dialogues55
Hierarchical progressive network for polarized image fusion based on significant polarization information55
A complementary ratio based clause selection method for contradiction separation dynamic deduction55
Adaptive exploration for few-shot incremental learning55
Learning node representation via Motif Coarsening55
Source-free unsupervised domain adaptation for cross-modality abdominal multi-organ segmentation54
Two-stage Unidirectional Fusion Network for RGBT tracking54
A fully decentralized distributed learning algorithm for latency communication networks54
Cognitive-based adaptive scenarios in educational games using fuzzy reasoning54
Physics-informed neural networks prediction approach for knowledge dissemination model considering knowledge media53
Towards consistency of rule-based explainer and black box model — Fusion of rule induction and XAI-based feature importance53
A topology-aware multiscale feature fusion network for EEG-based motor imagery decoding53
Fed3Scale: A cloud-edge-client tri-scale collaborative semi-supervised hierarchical federated learning framework53
Which cascade is more decisive in rumor detection on social media: Based on comparison between repost and reply sequences53
EpNet: Power lines foreign object detection with Edge Proposal Network and data composition53
Causality-based counterfactual explanation for classification models53
DEEPStack-RBP: Accurate identification of RNA-binding proteins based on autoencoder feature selection and deep stacking ensemble classifier53
Coevolution modeling of group behavior and opinion based on public opinion perception53
Counterfactual Residual Contrastive Learning for mitigating sycophancy in Large Vision Language Models53
Research on the attribute reduction method based on the best approximation set52
Efficient yet secure: An archive knowledge graph-enhanced native sparse attention network for lightweight privacy-preserving recommendation52
HiGT-Fuse: Hierarchical Graph-Transformer Fusion Framework for Self-Supervised Howling Detection and Filtering52
Uninorm-like parametric activation functions for human-understandable neural models52
Modeling the generative mechanism of personalized preferences from latent groups: A hierarchical nonparametric Bayesian method52
Editorial Board52
A novel smart street intervention mechanism using clustering-based path optimization for street networks52
AGA: An adaptive group alignment framework for structured medical cross-modal representation learning52
A joint training network for learning more distinguishable relation features in relation classification52
BEAUT: An Explaina le Deep L arning Model for gent-Based Pop lations With Poor Da a52
Federated learning with integration of decision making method and various machine learning algorithms for Alzheimer’s prediction51
Natural Language Processing for systems engineering: Automatic generation of Systems Modelling Language diagrams51
USER: User-Side modality representation enhancement for multimodal recommendation51
A Slim Prompt-Averaged Consistency prompt learning for vision–language model51
MCT-Net: Multi-hierarchical cross transformer for hyperspectral and multispectral image fusion51
Collaborative representation learning for nodes and relations via heterogeneous graph neural network51
Information bottleneck-guided KNN contrastive hashing for unsupervised cross-modal retrieval51
A survey on temporal knowledge graph embedding: Models and applications50
FedGA: A greedy approach to enhance federated learning with Non-IID data50
Synthetic tabular data generation using a VAE-GAN architecture50
A two-stage cooperative evolutionary algorithm for energy-efficient distributed group blocking flow shop with setup carryover in precast systems50
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