Knowledge-Based Systems

Papers
(The median citation count of Knowledge-Based Systems is 5. 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 2021-11-01 to 2025-11-01.)
ArticleCitations
Can question-texts improve the recognition of handwritten mathematical expressions in respondents’ solutions?862
DMAdam: Dual averaging enhanced adaptive gradient method for deep neural networks694
Automatically resolving conflicts between expert systems: An experimental approach using large language models and fuzzy cognitive maps from participatory modeling studies666
TBicomR: Event Prediction in Temporal Knowledge Graphs with Bicomplex Rotation582
Monotonic learning in the PAC framework: A new perspective506
Multi-source partial domain adaptation with Gaussian-based dual-level weighting for PPG-based heart rate estimation417
Multi-task ordinal regression with task weight discovery412
Long kernel distillation in human activity recognition322
Trust-Aware Energy-Efficient and Secure Routing in MANETs using Explicit Feature Interaction Graph Neural Networks315
Parallel multi-objective evolutionary optimization based dynamic community detection in software ecosystem251
Experiencer-Driven and Knowledge-Aware Graph Model for emotion–cause pair extraction245
Document-level relation extraction with three channels222
Editorial Board205
A Software Reference Architecture for Journalistic Knowledge Platforms196
Many-task evolutionary algorithm with adaptive knowledge transfer via density-based clustering196
Time expression as update operations: Normalizing time expressions via a distantly supervised neural semantic parser173
A holistic view on positive and negative implicit feedback for micro-video recommendation167
Multiple sparse graphs condensation159
Editorial Board159
Knowledge distillation via instance-level sequence learning159
Editorial Board155
Topic-level knowledge sub-graphs for multi-turn dialogue generation148
Editorial Board146
ATPL: Mutually enhanced adversarial training and pseudo labeling for unsupervised domain adaptation145
Transferring model structure in Bayesian transfer learning for Gaussian process regression144
DistVAE: Distributed Variational Autoencoder for sequential recommendation138
Evolving subgraph matching on temporal graphs137
Exploring better target for shadow detection134
Editorial Board132
The mechanism of orientation detection based on color-orientation jointly selective cells130
Editorial Board129
Knowledge-aware document summarization: A survey of knowledge, embedding methods and architectures128
Ambient air pollutants concentration prediction during the COVID-19: A method based on transfer learning124
GL-GNN: Graph learning via the network of graphs118
Partial visual-semantic embedding: Fine-grained outfit image representation with massive volumes of tags via angular-based contrastive learning117
HAFE: A Hierarchical Awareness and Feature Enhancement Network for Scene Text Recognition117
Guest Editorial: Explainable artificial intelligence for sentiment analysis116
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization116
A Span-based Multi-Modal Attention Network for joint entity-relation extraction114
Visual object tracking via non-local correlation attention learning114
Trigger is Non-central: Jointly event extraction via label-aware representations with multi-task learning113
Cross-platform privacy-preserving CT image COVID-19 diagnosis based on source-free domain adaptation112
Unified finite-volume physics informed neural networks to solve the heterogeneous partial differential equations112
Deep semi-supervised learning with contrastive learning and partial label propagation for image data111
SW: A weighted space division framework for imbalanced problems with label noise111
FKPIndexNet: An efficient learning framework for finger-knuckle-print database indexing to boost identification110
Partial multi-label learning via three-way decision-based tri-training109
Towards improving decision tree induction by combining split evaluation measures108
Optimal subsampling for high-dimensional ridge regression106
Node classification oriented Adaptive Multichannel Heterogeneous Graph Neural Network105
Towards Unsupervised Referring Expression Comprehension with Visual Semantic Parsing105
Edge-guided oceanic scene element detection104
A prior-guided deep network for real image denoising and its applications102
LC3Net: Ladder 101
Interpretable Deep Network Harnessing Spectral Variability Similarity for Accurate Hyperspectral Unmixing101
Semi-supervised NPC segmentation with uncertainty and attention guided consistency101
Dual constraints and adversarial learning for fair recommenders100
UMAP-SMOTENC: A simple, efficient, and consistent alternative for privacy-aware synthetic data generation98
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection97
What do they “meme”? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding95
Graph-Driven deep Multi-View Clustering with self-paced learning94
An innovative approach for obstacle avoidance and path planning of mobile robot using adaptive deep reinforcement learning for indoor environment94
Few-shot online anomaly detection and segmentation94
SGCN: A scalable graph convolutional network with graph-shaped kernels and multi-channels92
Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning92
Sparse online maximum entropy inverse reinforcement learning via proximal optimization and truncated gradient91
Event extraction as machine reading comprehension with question-context bridging91
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models90
Manifold-based aggregation clustering for unsupervised vehicle re-identification90
Real-time steganalysis for streaming media based on multi-channel convolutional sliding windows89
HeDAN: Heterogeneous diffusion attention network for popularity prediction of online content89
A decomposition-based multi-objective immune algorithm for feature selection in learning to rank88
Improving probability selection based weights for satisfiability problems88
Exploration meets exploitation: Multitask learning for emotion recognition based on discrete and dimensional models88
GCDB-UNet: A novel robust cloud detection approach for remote sensing images87
Multicriteria semi-supervised hyperspectral band selection based on evolutionary multitask optimization87
A review of graph-based multi-agent pathfinding solvers: From classical to beyond classical86
Bi-Interfusion: A bidirectional cross-fusion framework with semantic-guided transformers in LiDAR-camera fusion85
An improvement to the interval type-2 fuzzy VIKOR method85
Chart GCN: Learning chart information with a graph convolutional network for stock movement prediction85
A novel robust support vector machine classifier with feature mapping84
Capturing latent evolution in dynamic graph: A dual-view architecture from spectral perspective84
Bidirectional interaction of CNN and Transformer for image inpainting84
Relation-aware multiplex heterogeneous graph neural network84
Collaborative association networks with cross-level attention for session-based recommendation84
Tensor self-representation network for subspace clustering via alternating direction method of multipliers84
Optimizing energy-efficient cluster head selection in wireless sensor networks using a binarized spiking neural network and honey badger algorithm84
A novel model to deal with ambiguous and complex time series: Application to sunspots forecasting83
Knowledge-guided distribution alignment for cross-domain few-shot learning83
Bidirectional domain transfer knowledge distillation for catastrophic forgetting in federated learning with heterogeneous data83
Dual-stream and dual-branch generative adversarial network for image forgery localization82
A robust and adaptive kernelised correlation filter with fuzzy-enhanced template matching and motion-aware target candidate prediction82
Multi-dimension rotations based on quaternion system for modeling various patterns in temporal knowledge graphs81
Faithful Counterfactual Visual Explanations (FCVE)81
Optimized task offloading with energy efficient communication and optimal offloading network: a mobility and energy-efficient approach for augmented reality in mobile edge computing80
An efficient state-aware Coarse-Fine-Grained model for Knowledge Tracing80
Multi-domain weakly decoupled domain generalization network for fault diagnosis under unknown operating conditions80
Multi-view enhanced truck re-identification79
Mutual information-driven self-supervised point cloud pre-training79
Deep learning-based imputation framework for bridge health monitoring using generative adversarial networks78
GEAR: Learning graph neural network explainer via adjusting gradients78
Bidirectional alignment text-embeddings with decoupled contrastive for sequential recommendation78
Neural network algorithm with transfer learning and dropout for using a UAV to search the lost target in motion78
roadscene2vec: A tool for extracting and embedding road scene-graphs77
Automatic channel pruning by neural network based on improved poplar optimisation algorithm77
Constrained multiobjective differential evolution algorithm with infeasible-proportion control mechanism77
Data-driven approach for selection of on-chain vs off-chain carbon credits data storage methods77
A geometry-aware generative model for face morphing attacks76
Privacy preservation in deep reinforcement learning: A training perspective76
Graph contrastive learning via coarsening: A time and memory efficient approach76
Alpha entropy search for new information-based Bayesian optimization75
A classification method based on dominance neighborhood granularity75
Federated feature reconstruction with collaborative star networks75
Robust deadline-aware network function parallelization framework under demand uncertainty75
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection75
Cross-modal consistency types in multimodal social data74
Aligning large language models with human preferences using historical text edits74
DACMF-DTI: Dual attention embedded cross-modality fusion for drug-target interaction prediction73
Prompting large language models with knowledge graphs for question answering involving long-tail facts73
Enhanced near-field depth estimation: Integrating global and local path networks73
Contrastive learning for fair graph representations via counterfactual graph augmentation72
FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting72
A novel pedal musculoskeletal response based on differential spatio-temporal LSTM for human activity recognition71
Combining user behavioural information at the feature level to enhance continuous authentication systems71
Binary Golden Eagle Optimizer with Time-Varying Flight Length for feature selection71
Pyramidal temporal frame prediction for efficient anomalous event detection in smart surveillance systems71
Hill Climb Modular Assembler Encoding: Evolving Modular Neural Networks of fixed modular architecture71
Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion70
A new ELECTRE-based method for group decision-making with complex spherical fuzzy information70
Why-not questions about spatial temporal top-k trajectory similarity search70
Deep learning methods for multi-horizon long-term forecasting of Harmful Algal Blooms70
Multi-source partial domain adaptation method based on pseudo-balanced target domain for fault diagnosis70
Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm70
Real noise image adjustment networks for saliency-aware stylistic color retouch70
Fuzzy correlation entropy-based NSGA-II for energy-efficient hybrid flow-shop scheduling problem70
DPNet: A dual prototype few-shot semantic segmentation network for crack detection69
A multi-typed multi-relational heterogeneous graph neural network model for complex networks69
PPDistiller: Weakly-supervised 3D point cloud semantic segmentation framework via point-to-pixel distillation69
Long-term traffic speed prediction utilizing data augmentation via segmented time frame clustering69
Statistics-based approach for large-scale group decision-making under incomplete Pythagorean fuzzy information with risk attitude69
A winner effect based approach for multimodal review helpfulness prediction with deep learning algorithm68
Multi-Dimensional Manifolds Consistency Regularization for semi-supervised remote sensing semantic segmentation68
Discriminative fuzzy K-means clustering with local structure preserv67
Domain Adversarial Neural Network with Reliable Pseudo-labels Iteration for cross-subject EEG emotion recognition67
CrossGCL: Cross-pairwise graph contrastive learning for unbiased recommendation67
Spatiotemporal isomorphic cross-brain region interaction network for cross-subject EEG emotion recognition67
Industrial time series determinative anomaly detection based on constraint hypergraph67
Regularized Hypothesis-Induced Wasserstein Divergence for unsupervised domain adaptation67
Sliced Wasserstein weighted multimodal mambavision for emotion recognition67
Binary Banyan tree growth optimization: A practical approach to high-dimensional feature selection67
Malicious software spread modeling and control in cyber–physical systems66
Personas-based Student Grouping using reinforcement learning and linear programming66
Disentangled Relational Graph Neural Network with Contrastive Learning for knowledge graph completion66
Concept drift detection based on decision distribution in inconsistent information system66
Modeling syphilis progression and disability risk with neural networks66
AMS: A hyperspectral image classification method based on SVM and multi-modal attention network66
Boosting chameleon swarm algorithm with consumption AEO operator for global optimization and feature selection66
A deep learning based framework for diagnosis of mild cognitive impairment66
F366
An enhanced whale optimization algorithm for large scale optimization problems66
Enhancing spatiotemporal prediction through the integration of Mamba state space models and Diffusion Transformers66
A lightweight intrusion detection algorithm for IoT based on data purification and a separable convolution improved CNN66
Learning with Hilbert–Schmidt independence criterion: A review and new perspectives65
Dealing with uncertainty: Balancing exploration and exploitation in deep recurrent reinforcement learning65
Prediction of wind turbine blade icing fault based on selective deep ensemble model65
Pseudo-label enhancement for weakly supervised object detection using self-supervised vision transformer65
Mask-guided generative adversarial network for MRI-based CT synthesis65
Genetic-GNN: Evolutionary architecture search for Graph Neural Networks64
Scenario-based self-learning transfer framework for multi-task optimization problems64
SFUDNet: Underwater object detection via spatial-frequency domain modulation with mixture of experts64
Integrating external knowledge into aspect-based sentiment analysis using graph neural network64
Automatic update strategy for real-time discovery of hidden customer intents in chatbot systems64
Fed3Scale: A cloud-edge-client tri-scale collaborative semi-supervised hierarchical federated learning framework63
Ensemble-based feature selection and optimization-driven deep learning for attack detection in cloud computing63
Bridge to better understanding: Syntax extension with virtual linking-phrase for natural language inference62
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]62
Image classification based on enhanced learning of global and local features with structural priors62
TCLNet: Turn-level contrastive learning network with reranking for dialogue state tracking62
Cross-subject generalizable representation learning with class-subject dual labels for biosignals62
Multi-Level Skeleton Self-Supervised Learning: Enhancing 3D action representation learning with Large Multimodal Models62
Enhanced differential evolution through chaotic and Euclidean models for solving flexible process planning62
Physics-informed neural networks prediction approach for knowledge dissemination model considering knowledge media61
DuaPIN: Auxiliary task enhanced dual path interaction network for civil court view generation61
Sequential node search for faster neural architecture search61
Prostate cancer forecasting in small samples based on lightweight neural networks using ensemble learning61
Active layered topology mapping driven by road intersection61
Information bottleneck-guided KNN contrastive hashing for unsupervised cross-modal retrieval61
GraphBSSN: A simple yet effective generative method for node classification in class-imbalanced graphs60
Mixed Resolution Network with hierarchical motion modeling for efficient action recognition60
Efficient yet secure: An archive knowledge graph-enhanced native sparse attention network for lightweight privacy-preserving recommendation60
CBRec: A causal way balancing multidimensional attraction effect in POI recommendations60
Label completion based concept factorization for incomplete multi-view clustering59
A fully decentralized distributed learning algorithm for latency communication networks59
SE-BLS: A Shapley-Value-Based Ensemble Broad Learning System with collaboration-based feature selection and CAM visualization59
Enhancing task incremental continual learning: integrating prompt-based feature selection with pre-trained vision-language model59
Marshall–Olkin power-law distributions in length-frequency of entities59
A feature reuse framework with texture-adaptive aggregation for reference-based super-resolution59
FedECP: Enhancing global collaboration and local personalization for personalized federated learning59
@LM DeceptionNet: A multimodal approach for efficient transfer learning-based deception detection59
Disentangled hyperbolic representation learning for heterogeneous graphs59
Multiscale common-private feature adversarial decoupling network for hyperspectral pansharpening58
DLCS: A deep learning-based Clustering solution without any clustering algorithm, Utopia?58
Adaptive graph transformer with future interaction modeling for multi-agent trajectory prediction58
Deep learning based automated vein recognition using swin transformer and super graph glue model58
Improving complex knowledge base question answering via structural information learning57
A traffic anomaly detection approach based on unsupervised learning for industrial cyber–physical system57
A novel smart street intervention mechanism using clustering-based path optimization for street networks57
Test-driving information theory-based compositional distributional semantics: A case study on Spanish song lyrics57
Enhanced magnetic resonance imaging feature extraction for precise brain tumor classification using dual deep convolutional networks57
Accelerated opposition learning based chaotic single candidate optimization algorithm: A new alternative to population-based heuristics57
LGDAAN-Nets: A local and global domain adversarial attention neural networks for EEG emotion recognition57
Misalignment-resistant domain adaptive learning for one-stage object detection57
CANet: Comprehensive Attention Network for video-based action recognition56
A dynamically interactable framework with dual-channel security: GAN-based speech steganography for concealed dialogues56
The mitigation of heterogeneity in temporal scale among different cortical regions for EEG emotion recognition56
Enhancing knowledge retrieval with in-context learning and semantic search through generative AI56
FedGA: A greedy approach to enhance federated learning with Non-IID data56
Dronetology: A domain ontology for UAS applications55
A machine learning approach for detecting cybersecurity vulnerabilities in the internet of medical things55
EpNet: Power lines foreign object detection with Edge Proposal Network and data composition55
Dynamic knowledge graph reasoning based on deep reinforcement learning55
KAiPP: An interaction recommendation approach for knowledge aided intelligent process planning with reinforcement learning55
Natural Language Processing for systems engineering: Automatic generation of Systems Modelling Language diagrams55
Mining fuzzy local periodic activity pattern for Smart home applications54
Affect recognition from scalp-EEG using channel-wise encoder networks coupled with geometric deep learning and multi-channel feature fusion54
Synthetic tabular data generation using a VAE-GAN architecture54
Federated learning with integration of decision making method and various machine learning algorithms for Alzheimer’s prediction53
Adaptive exploration for few-shot incremental learning53
AGA: An adaptive group alignment framework for structured medical cross-modal representation learning53
CaMo: Capturing the modularity by end-to-end models for Symbolic Regression53
Multi-view multi-behavior interest learning network and contrastive learning for multi-behavior recommendation53
Enhancing information fusion and feature selection efficiency via the PROMETHEE method for multi-source dynamic decision data sets53
On controllability of discrete-time multi-agent networks based on impulsive and switching systems52
Causality-based counterfactual explanation for classification models52
Development of heuristic adapted serial-based deep learning for efficient adversarial malware detection framework in windows52
Score distillation for anomaly detection52
ECH3OA: An E52
A topology-aware multiscale feature fusion network for EEG-based motor imagery decoding52
A novel temporal recommendation method based on user query topic evolution52
Dual-decoding branch contrastive augmentation for image manipulation localization52
A complementary ratio based clause selection method for contradiction separation dynamic deduction51
CMNet: Classification-oriented multi-task network for hyperspectral pansharpening51
A bivariate Bayesian method for interval-valued regression models51
Modeling the generative mechanism of personalized preferences from latent groups: A hierarchical nonparametric Bayesian method51
Enhancing bug localization with bug report decomposition and code hierarchical network51
A lightweight weakly supervised learning segmentation algorithm for imbalanced image based on rotation density peaks51
A joint training network for learning more distinguishable relation features in relation classification51
Markov clustering ensemble51
An active one-shot learning approach to recognizing land usage from class-wise sparse satellite imagery in smart urban sensing50
Towards safe and robust weakly-supervised anomaly detection under subpopulation shift50
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