Knowledge-Based Systems

Papers
(The TQCC of Knowledge-Based Systems is 15. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-10-01 to 2025-10-01.)
ArticleCitations
Editorial Board835
Editorial Board671
Editorial Board641
Editorial Board571
Editorial Board472
Editorial Board400
Hill Climb Modular Assembler Encoding: Evolving Modular Neural Networks of fixed modular architecture392
Evolving subgraph matching on temporal graphs313
Industrial time series determinative anomaly detection based on constraint hypergraph280
Multi-Dimensional Manifolds Consistency Regularization for semi-supervised remote sensing semantic segmentation238
What do they “meme”? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding232
Binary Banyan tree growth optimization: A practical approach to high-dimensional feature selection212
Enhanced near-field depth estimation: Integrating global and local path networks212
Spatiotemporal isomorphic cross-brain region interaction network for cross-subject EEG emotion recognition201
Sliced Wasserstein weighted multimodal mambavision for emotion recognition189
Automatically resolving conflicts between expert systems: An experimental approach using large language models and fuzzy cognitive maps from participatory modeling studies182
Real noise image adjustment networks for saliency-aware stylistic color retouch179
Time expression as update operations: Normalizing time expressions via a distantly supervised neural semantic parser172
Concept drift detection based on decision distribution in inconsistent information system161
Can question-texts improve the recognition of handwritten mathematical expressions in respondents’ solutions?157
DMAdam: Dual averaging enhanced adaptive gradient method for deep neural networks156
Why-not questions about spatial temporal top-k trajectory similarity search155
A decomposition-based multi-objective immune algorithm for feature selection in learning to rank143
GEAR: Learning graph neural network explainer via adjusting gradients142
Multi-task ordinal regression with task weight discovery139
Bi-Interfusion: A bidirectional cross-fusion framework with semantic-guided transformers in LiDAR-camera fusion137
Multi-source partial domain adaptation with Gaussian-based dual-level weighting for PPG-based heart rate estimation136
PPDistiller: Weakly-supervised 3D point cloud semantic segmentation framework via point-to-pixel distillation132
Integrating external knowledge into aspect-based sentiment analysis using graph neural network132
Real-time steganalysis for streaming media based on multi-channel convolutional sliding windows131
LC3Net: Ladder 130
Improving probability selection based weights for satisfiability problems128
Contrastive learning for fair graph representations via counterfactual graph augmentation126
TBicomR: Event Prediction in Temporal Knowledge Graphs with Bicomplex Rotation126
Malicious software spread modeling and control in cyber–physical systems125
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models120
Multi-source partial domain adaptation method based on pseudo-balanced target domain for fault diagnosis117
Enhancing spatiotemporal prediction through the integration of Mamba state space models and Diffusion Transformers112
A Software Reference Architecture for Journalistic Knowledge Platforms111
Partial multi-label learning via three-way decision-based tri-training110
Pseudo-label enhancement for weakly supervised object detection using self-supervised vision transformer110
Guest Editorial: Explainable artificial intelligence for sentiment analysis110
Constrained multiobjective differential evolution algorithm with infeasible-proportion control mechanism108
Data-driven approach for selection of on-chain vs off-chain carbon credits data storage methods108
Pyramidal temporal frame prediction for efficient anomalous event detection in smart surveillance systems108
Tensor self-representation network for subspace clustering via alternating direction method of multipliers106
HAFE: A Hierarchical Awareness and Feature Enhancement Network for Scene Text Recognition104
Deep semi-supervised learning with contrastive learning and partial label propagation for image data104
Automatic channel pruning by neural network based on improved poplar optimisation algorithm104
A holistic view on positive and negative implicit feedback for micro-video recommendation103
Graph contrastive learning via coarsening: A time and memory efficient approach103
A geometry-aware generative model for face morphing attacks101
Alpha entropy search for new information-based Bayesian optimization100
Trigger is Non-central: Jointly event extraction via label-aware representations with multi-task learning100
Cross-modal consistency types in multimodal social data99
Aligning large language models with human preferences using historical text edits99
Privacy preservation in deep reinforcement learning: A training perspective98
DPNet: A dual prototype few-shot semantic segmentation network for crack detection98
GL-GNN: Graph learning via the network of graphs96
Deep learning methods for multi-horizon long-term forecasting of Harmful Algal Blooms94
Knowledge-aware document summarization: A survey of knowledge, embedding methods and architectures92
Experiencer-Driven and Knowledge-Aware Graph Model for emotion–cause pair extraction91
Transferring model structure in Bayesian transfer learning for Gaussian process regression91
Disentangled Relational Graph Neural Network with Contrastive Learning for knowledge graph completion91
CrossGCL: Cross-pairwise graph contrastive learning for unbiased recommendation90
UMAP-SMOTENC: A simple, efficient, and consistent alternative for privacy-aware synthetic data generation90
Exploring better target for shadow detection89
Chart GCN: Learning chart information with a graph convolutional network for stock movement prediction89
Long kernel distillation in human activity recognition89
Neural network algorithm with transfer learning and dropout for using a UAV to search the lost target in motion88
Ambient air pollutants concentration prediction during the COVID-19: A method based on transfer learning88
Relation-aware multiplex heterogeneous graph neural network87
A Span-based Multi-Modal Attention Network for joint entity-relation extraction87
An improvement to the interval type-2 fuzzy VIKOR method87
Dealing with uncertainty: Balancing exploration and exploitation in deep recurrent reinforcement learning86
AMS: A hyperspectral image classification method based on SVM and multi-modal attention network85
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization85
Regularized Hypothesis-Induced Wasserstein Divergence for unsupervised domain adaptation85
Parallel multi-objective evolutionary optimization based dynamic community detection in software ecosystem84
Mask-guided generative adversarial network for MRI-based CT synthesis83
GCDB-UNet: A novel robust cloud detection approach for remote sensing images83
Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning83
Graph-Driven deep Multi-View Clustering with self-paced learning83
Modeling syphilis progression and disability risk with neural networks83
A winner effect based approach for multimodal review helpfulness prediction with deep learning algorithm83
Automatic update strategy for real-time discovery of hidden customer intents in chatbot systems83
Domain Adversarial Neural Network with Reliable Pseudo-labels Iteration for cross-subject EEG emotion recognition83
An efficient state-aware Coarse-Fine-Grained model for Knowledge Tracing82
Visual object tracking via non-local correlation attention learning82
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Exploration meets exploitation: Multitask learning for emotion recognition based on discrete and dimensional models82
Document-level relation extraction with three channels80
Multicriteria semi-supervised hyperspectral band selection based on evolutionary multitask optimization80
Boosting chameleon swarm algorithm with consumption AEO operator for global optimization and feature selection79
Towards Unsupervised Referring Expression Comprehension with Visual Semantic Parsing78
HeDAN: Heterogeneous diffusion attention network for popularity prediction of online content78
SGCN: A scalable graph convolutional network with graph-shaped kernels and multi-channels78
Mutual information-driven self-supervised point cloud pre-training78
Prediction of wind turbine blade icing fault based on selective deep ensemble model78
Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion77
Binary Golden Eagle Optimizer with Time-Varying Flight Length for feature selection77
Multi-strategy co-evolutionary differential evolution for mixed-variable optimization76
Knowledge graph embedding by relational and entity rotation75
A novel pedal musculoskeletal response based on differential spatio-temporal LSTM for human activity recognition75
Bidirectional alignment text-embeddings with decoupled contrastive for sequential recommendation75
Multiple sparse graphs condensation75
Statistics-based approach for large-scale group decision-making under incomplete Pythagorean fuzzy information with risk attitude74
Combining user behavioural information at the feature level to enhance continuous authentication systems74
Optimizing energy-efficient cluster head selection in wireless sensor networks using a binarized spiking neural network and honey badger algorithm74
Bidirectional domain transfer knowledge distillation for catastrophic forgetting in federated learning with heterogeneous data74
The mechanism of orientation detection based on color-orientation jointly selective cells74
Partial visual-semantic embedding: Fine-grained outfit image representation with massive volumes of tags via angular-based contrastive learning73
Prompting large language models with knowledge graphs for question answering involving long-tail facts73
Capturing latent evolution in dynamic graph: A dual-view architecture from spectral perspective73
A review of graph-based multi-agent pathfinding solvers: From classical to beyond classical73
SFUDNet: Underwater object detection via spatial-frequency domain modulation with mixture of experts73
Edge-guided oceanic scene element detection72
Towards improving decision tree induction by combining split evaluation measures72
Fuzzy correlation entropy-based NSGA-II for energy-efficient hybrid flow-shop scheduling problem71
A robust and adaptive kernelised correlation filter with fuzzy-enhanced template matching and motion-aware target candidate prediction71
Dual-stream and dual-branch generative adversarial network for image forgery localization71
DistVAE: Distributed Variational Autoencoder for sequential recommendation70
A lightweight intrusion detection algorithm for IoT based on data purification and a separable convolution improved CNN70
Dual constraints and adversarial learning for fair recommenders69
ATPL: Mutually enhanced adversarial training and pseudo labeling for unsupervised domain adaptation69
Deep learning-based imputation framework for bridge health monitoring using generative adversarial networks69
An innovative approach for obstacle avoidance and path planning of mobile robot using adaptive deep reinforcement learning for indoor environment69
Faithful Counterfactual Visual Explanations (FCVE)69
Unified finite-volume physics informed neural networks to solve the heterogeneous partial differential equations69
Knowledge distillation via instance-level sequence learning69
Robust deadline-aware network function parallelization framework under demand uncertainty68
DACMF-DTI: Dual attention embedded cross-modality fusion for drug-target interaction prediction68
Federated feature reconstruction with collaborative star networks68
Topic-level knowledge sub-graphs for multi-turn dialogue generation67
Collaborative association networks with cross-level attention for session-based recommendation67
Multi-dimension rotations based on quaternion system for modeling various patterns in temporal knowledge graphs67
Cross-platform privacy-preserving CT image COVID-19 diagnosis based on source-free domain adaptation67
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection67
A classification method based on dominance neighborhood granularity67
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection66
Few-shot online anomaly detection and segmentation66
Event extraction as machine reading comprehension with question-context bridging66
Sparse online maximum entropy inverse reinforcement learning via proximal optimization and truncated gradient66
Genetic-GNN: Evolutionary architecture search for Graph Neural Networks66
A deep learning based framework for diagnosis of mild cognitive impairment65
Bidirectional interaction of CNN and Transformer for image inpainting65
Semi-supervised NPC segmentation with uncertainty and attention guided consistency65
A prior-guided deep network for real image denoising and its applications65
A new ELECTRE-based method for group decision-making with complex spherical fuzzy information65
A novel robust support vector machine classifier with feature mapping65
FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting65
Long-term traffic speed prediction utilizing data augmentation via segmented time frame clustering64
Many-task evolutionary algorithm with adaptive knowledge transfer via density-based clustering64
Discriminative fuzzy K-means clustering with local structure preserv64
Node classification oriented Adaptive Multichannel Heterogeneous Graph Neural Network64
Learning with Hilbert–Schmidt independence criterion: A review and new perspectives64
Optimal subsampling for high-dimensional ridge regression64
FKPIndexNet: An efficient learning framework for finger-knuckle-print database indexing to boost identification64
roadscene2vec: A tool for extracting and embedding road scene-graphs64
Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm63
Trust-Aware Energy-Efficient and Secure Routing in MANETs using Explicit Feature Interaction Graph Neural Networks63
Manifold-based aggregation clustering for unsupervised vehicle re-identification63
Personas-based Student Grouping using reinforcement learning and linear programming63
An enhanced whale optimization algorithm for large scale optimization problems63
SW: A weighted space division framework for imbalanced problems with label noise63
Boolean matrix factorization with background knowledge62
Disentangled hyperbolic representation learning for heterogeneous graphs62
Bridge to better understanding: Syntax extension with virtual linking-phrase for natural language inference62
Editorial Board62
Learning node representation via Motif Coarsening62
Towards safe and robust weakly-supervised anomaly detection under subpopulation shift62
BEAUT: An Explaina le Deep L arning Model for gent-Based Pop lations With Poor Da a62
A complementary ratio based clause selection method for contradiction separation dynamic deduction62
Research on the attribute reduction method based on the best approximation set62
DouFu: A Double Fusion Joint Learning Method for Driving Trajectory Representation62
DSNet: Predicting drug-side effect frequencies via Dual-Graph Ensemble and Similarity Learning61
@LM DeceptionNet: A multimodal approach for efficient transfer learning-based deception detection61
Label completion based concept factorization for incomplete multi-view clustering61
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]61
Accelerated opposition learning based chaotic single candidate optimization algorithm: A new alternative to population-based heuristics61
A joint training network for learning more distinguishable relation features in relation classification60
A feature reuse framework with texture-adaptive aggregation for reference-based super-resolution60
A fully decentralized distributed learning algorithm for latency communication networks60
MF2POSE: Multi-task Feature Fusion Pseudo-Siamese Network for intrusion detection using Category-distance Promotion Loss60
Deep learning-based surrogate modeling via physics-informed artificial image (PiAI) for strongly coupled multidisciplinary engineering systems59
Development of heuristic adapted serial-based deep learning for efficient adversarial malware detection framework in windows59
HADA: An automated tool for hardware dimensioning of AI applications59
Diagnostic spatio-temporal transformer with faithful encoding59
Privacy-enhanced generative adversarial network with adaptive noise allocation58
GraphBSSN: A simple yet effective generative method for node classification in class-imbalanced graphs58
Dynamics simulation-based deep residual neural networks to detect flexible shafting faults58
Unsupervised feature selection with high-order similarity learning58
FedECP: Enhancing global collaboration and local personalization for personalized federated learning58
Dual-decoding branch contrastive augmentation for image manipulation localization58
Enhancing task incremental continual learning: integrating prompt-based feature selection with pre-trained vision-language model58
Marshall–Olkin power-law distributions in length-frequency of entities58
Deep learning based automated vein recognition using swin transformer and super graph glue model57
GraphRR: A multiplex Graph based Reciprocal friend Recommender system with applications on online gaming service57
CBRec: A causal way balancing multidimensional attraction effect in POI recommendations57
Three-stage binarization of color document images based on discrete wavelet transform and generative adversarial networks57
Mixed Resolution Network with hierarchical motion modeling for efficient action recognition57
DLCS: A deep learning-based Clustering solution without any clustering algorithm, Utopia?57
RL-DARTS: Differentiable neural architecture search via reinforcement-learning-based meta-optimizer56
A two-stage cooperative evolutionary algorithm for energy-efficient distributed group blocking flow shop with setup carryover in precast systems56
A Topology-Aware Multiscale Feature Fusion Network for EEG-Based Motor Imagery Decoding56
FashionGPT: LLM instruction fine-tuning with multiple LoRA-adapter fusion56
Spatio-temporal fusion and contrastive learning for urban flow prediction56
ECH3OA: An E56
CANet: Comprehensive Attention Network for video-based action recognition55
Ensemble-based feature selection and optimization-driven deep learning for attack detection in cloud computing55
Multi-view multi-behavior interest learning network and contrastive learning for multi-behavior recommendation55
IMFND: In-context multimodal fake news detection with large visual-language models55
Towards consistency of rule-based explainer and black box model — Fusion of rule induction and XAI-based feature importance54
Bias-in-Debias-out: Hierarchical Channel-Spatial Bias Calibration for Cross-Domain Few-Shot Classification54
Mutual-Taught Deep Clustering54
Fed3Scale: A cloud-edge-client tri-scale collaborative semi-supervised hierarchical federated learning framework54
One-stage self-supervised momentum contrastive learning network for open-set cross-domain fault diagnosis54
Constrained evolutionary optimization based on reinforcement learning using the objective function and constraints53
Markov clustering ensemble53
Single image dehazing with an independent Detail-Recovery Network53
Modeling the generative mechanism of personalized preferences from latent groups: A hierarchical nonparametric Bayesian method53
Diverse local facial behaviors learning from enhanced expression flow for microexpression recognition53
BGCL: Bi-subgraph network based on graph contrastive learning for cold-start QoS prediction53
Multiscale common-private feature adversarial decoupling network for hyperspectral pansharpening53
Test-driving information theory-based compositional distributional semantics: A case study on Spanish song lyrics53
Natural Language Processing for systems engineering: Automatic generation of Systems Modelling Language diagrams53
A traffic anomaly detection approach based on unsupervised learning for industrial cyber–physical system53
Validating functional redundancy with mixed generative adversarial networks53
Cognitive-based adaptive scenarios in educational games using fuzzy reasoning53
Enhancing bug localization with bug report decomposition and code hierarchical network52
A novel smart street intervention mechanism using clustering-based path optimization for street networks52
Robust collaborative clustering approach with adaptive local structure learning52
Dronetology: A domain ontology for UAS applications51
A novel temporal recommendation method based on user query topic evolution51
A machine learning approach for detecting cybersecurity vulnerabilities in the internet of medical things51
Which cascade is more decisive in rumor detection on social media: Based on comparison between repost and reply sequences51
On controllability of discrete-time multi-agent networks based on impulsive and switching systems51
Synthetic tabular data generation using a VAE-GAN architecture51
CMNet: Classification-oriented multi-task network for hyperspectral pansharpening50
Active layered topology mapping driven by road intersection50
Enhanced differential evolution through chaotic and Euclidean models for solving flexible process planning50
Multi-Level Skeleton Self-Supervised Learning: Enhancing 3D action representation learning with Large Multimodal Models50
A knowledge-based automated driving approach for flexible production of individualized sheet metal parts50
Image classification based on enhanced learning of global and local features with structural priors50
Two-stage Unidirectional Fusion Network for RGBT tracking49
SiaDNN: Siamese deep neural network for anomaly detection in user behavior49
DuaPIN: Auxiliary task enhanced dual path interaction network for civil court view generation49
Causality-based counterfactual explanation for classification models49
S2EFT: Spectral-Spatial-Elevation Fusion Transformer for hyperspectral image and LiDAR classification49
Physics-informed neural networks prediction approach for knowledge dissemination model considering knowledge media49
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