Knowledge-Based Systems

Article	Citations
TBicomR: Event Prediction in Temporal Knowledge Graphs with Bicomplex Rotation	851
Multi-task ordinal regression with task weight discovery	789
Knowledge-aware document summarization: A survey of knowledge, embedding methods and architectures	658
A Software Reference Architecture for Journalistic Knowledge Platforms	637
Editorial Board	522
Editorial Board	494
Editorial Board	384
Evolving subgraph matching on temporal graphs	313
Editorial Board	294
Cross-platform privacy-preserving CT image COVID-19 diagnosis based on source-free domain adaptation	262
Trigger is Non-central: Jointly event extraction via label-aware representations with multi-task learning	256
HeDAN: Heterogeneous diffusion attention network for popularity prediction of online content	254
AMS: A hyperspectral image classification method based on SVM and multi-modal attention network	206
ACT: Anomaly-aware causal transformer with mixture-of-experts for time-series forecasting	203
Deep learning methods for multi-horizon long-term forecasting of Harmful Algal Blooms	199
Deep semi-supervised learning with contrastive learning and partial label propagation for image data	192
Discriminative fuzzy K-means clustering with local structure preserv	183
SDD-Fuse: A multi-modality image fusion framework based on the spiking diffusion fusion model	183
SP-Det: Self-prompted dual-text fusion for generalized multi-label lesion detection	182
Towards effective few-shot OOD detection for text-attributed graphs via topology-Text consensus modeling	180
Beyond feature concatenation: Mutual information-driven fusion for multimodal sequential recommendation	178
Automatically resolving conflicts between expert systems: An experimental approach using large language models and fuzzy cognitive maps from participatory modeling studies	172
Bidirectional interaction of CNN and Transformer for image inpainting	158
UGSCE-BNN: An uncertainty-guided symmetric cross-entropy Bayesian neural network for industrial time series forecasting	157
Combining user behavioural information at the feature level to enhance continuous authentication systems	155

Spatiotemporal isomorphic cross-brain region interaction network for cross-subject EEG emotion recognition	153
An innovative approach for obstacle avoidance and path planning of mobile robot using adaptive deep reinforcement learning for indoor environment	150
Multi-domain weakly decoupled domain generalization network for fault diagnosis under unknown operating conditions	146
A novel model to deal with ambiguous and complex time series: Application to sunspots forecasting	146
DistVAE: Distributed Variational Autoencoder for sequential recommendation	146
Deep learning-based imputation framework for bridge health monitoring using generative adversarial networks	137
Binary Golden Eagle Optimizer with Time-Varying Flight Length for feature selection	135
SGCN: A scalable graph convolutional network with graph-shaped kernels and multi-channels	134
A novel robust support vector machine classifier with feature mapping	131
Capturing latent evolution in dynamic graph: A dual-view architecture from spectral perspective	129
A robust and adaptive kernelised correlation filter with fuzzy-enhanced template matching and motion-aware target candidate prediction	125
Mutual information-driven self-supervised point cloud pre-training	124
Enhanced near-field depth estimation: Integrating global and local path networks	124
Federated feature reconstruction with collaborative star networks	122
Aligning large language models with human preferences using historical text edits	119
Multi-dimension rotations based on quaternion system for modeling various patterns in temporal knowledge graphs	118
GL-GNN: Graph learning via the network of graphs	117
HDNet: Human-like discrimination with visual key for few-shot cross-domain object detection	116
An improvement to the interval type-2 fuzzy VIKOR method	115
Long-term traffic speed prediction utilizing data augmentation via segmented time frame clustering	114
Collaborative association networks with cross-level attention for session-based recommendation	114
Pyramidal temporal frame prediction for efficient anomalous event detection in smart surveillance systems	113
Pseudo-label enhancement for weakly supervised object detection using self-supervised vision transformer	112
Faithful Counterfactual Visual Explanations (FCVE)	111
Chart GCN: Learning chart information with a graph convolutional network for stock movement prediction	111
Modeling syphilis progression and disability risk with neural networks	110
Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm	109
DPNet: A dual prototype few-shot semantic segmentation network for crack detection	108
Multi-modal Robustness Fake News Detection with Cross-Modal and Propagation Network Contrastive Learning	108
Relation-aware multiplex heterogeneous graph neural network	105
RMViM-Net: Residual multi-path vision mamba with graph interaction attention for medical image segmentation	102
A review of graph-based multi-agent pathfinding solvers: From classical to beyond classical	102
Enhanced phishing detection using multimodal data	101
SFUDNet: Underwater object detection via spatial-frequency domain modulation with mixture of experts	100
Enhancing spatiotemporal prediction through the integration of Mamba state space models and Diffusion Transformers	100
Bi-Interfusion: A bidirectional cross-fusion framework with semantic-guided transformers in LiDAR-camera fusion	99
UMAP-SMOTENC: A simple, efficient, and consistent alternative for privacy-aware synthetic data generation	98
Domain Adversarial Neural Network with Reliable Pseudo-labels Iteration for cross-subject EEG emotion recognition	98
Multi-Hypergraph Fusion for Network-Wide Traffic Flow Prediction: A Spatiotemporal Hypergraph Neural Network	97
DACMF-DTI: Dual attention embedded cross-modality fusion for drug-target interaction prediction	97
HAFE: A Hierarchical Awareness and Feature Enhancement Network for Scene Text Recognition	96
Multi-source partial domain adaptation with Gaussian-based dual-level weighting for PPG-based heart rate estimation	96
Multi-source partial domain adaptation method based on pseudo-balanced target domain for fault diagnosis	95
FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting	95
Integrating external knowledge into aspect-based sentiment analysis using graph neural network	95
Disentangled Relational Graph Neural Network with Contrastive Learning for knowledge graph completion	94
Regularized Hypothesis-Induced Wasserstein Divergence for unsupervised domain adaptation	94
Unified finite-volume physics informed neural networks to solve the heterogeneous partial differential equations	94
Mask-guided generative adversarial network for MRI-based CT synthesis	93
A holistic view on positive and negative implicit feedback for micro-video recommendation	92

F3	91
Optimizing energy-efficient cluster head selection in wireless sensor networks using a binarized spiking neural network and honey badger algorithm	90
A winner effect based approach for multimodal review helpfulness prediction with deep learning algorithm	90
Node classification oriented Adaptive Multichannel Heterogeneous Graph Neural Network	89
A deep learning based framework for diagnosis of mild cognitive impairment	89
Dealing with uncertainty: Balancing exploration and exploitation in deep recurrent reinforcement learning	89
Fuzzy correlation entropy-based NSGA-II for energy-efficient hybrid flow-shop scheduling problem	89
Graph-Driven deep Multi-View Clustering with self-paced learning	88
PPDistiller: Weakly-supervised 3D point cloud semantic segmentation framework via point-to-pixel distillation	87
TabSAL: Synthesizing Tabular data with Small agent Assisted Language models	86
Bidirectional domain transfer knowledge distillation for catastrophic forgetting in federated learning with heterogeneous data	86
Personas-based Student Grouping using reinforcement learning and linear programming	86
Transferring model structure in Bayesian transfer learning for Gaussian process regression	84
A classification method based on dominance neighborhood granularity	84
Alpha entropy search for new information-based Bayesian optimization	84
Graph contrastive learning via coarsening: A time and memory efficient approach	83
Automatic update strategy for real-time discovery of hidden customer intents in chatbot systems	83
Sparse online maximum entropy inverse reinforcement learning via proximal optimization and truncated gradient	83
Towards improving decision tree induction by combining split evaluation measures	83
Cross-modal consistency types in multimodal social data	83
Bidirectional alignment text-embeddings with decoupled contrastive for sequential recommendation	82
Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion	82
Boosting chameleon swarm algorithm with consumption AEO operator for global optimization and feature selection	82
Interpretable deep network harnessing spectral variability similarity for accurate hyperspectral unmixing	82
Optimal subsampling for high-dimensional ridge regression	82
Parallel multi-objective evolutionary optimization based dynamic community detection in software ecosystem	82
ATPL: Mutually enhanced adversarial training and pseudo labeling for unsupervised domain adaptation	82
A cluster aggregation-based personalized federated learning framework for wind turbine gearbox fault diagnosis under model heterogeneity	82
Prompting large language models with knowledge graphs for question answering involving long-tail facts	82
A new ELECTRE-based method for group decision-making with complex spherical fuzzy information	82
Edge-guided oceanic scene element detection	81
Trust-aware energy-efficient and secure routing in MANETs using explicit feature interaction graph neural networks	81
Malicious software spread modeling and control in cyber–physical systems	81
Data-driven approach for selection of on-chain vs off-chain carbon credits data storage methods	81
Optimized task offloading with energy efficient communication and optimal offloading network: a mobility and energy-efficient approach for augmented reality in mobile edge computing	81
Multi-view enhanced truck re-identification	80
Ambient air pollutants concentration prediction during the COVID-19: A method based on transfer learning	80
GEAR: Learning graph neural network explainer via adjusting gradients	79
Concept drift detection based on decision distribution in inconsistent information system	79
Exploring better target for shadow detection	79
SW: A weighted space division framework for imbalanced problems with label noise	79
Improving probability selection based weights for satisfiability problems	78
Many-task evolutionary algorithm with adaptive knowledge transfer via density-based clustering	77
Robust deadline-aware network function parallelization framework under demand uncertainty	76
Experiencer-Driven and Knowledge-Aware Graph Model for emotion–cause pair extraction	76
Neural network algorithm with transfer learning and dropout for using a UAV to search the lost target in motion	76
Automatic channel pruning by neural network based on improved poplar optimisation algorithm	76
Graph-free kernel discriminant analysis for noise-resilient label spreading	76
A multi-typed multi-relational heterogeneous graph neural network model for complex networks	75
Event extraction as machine reading comprehension with question-context bridging	75
Genetic-GNN: Evolutionary architecture search for Graph Neural Networks	75
Complex wavelet convolutional neural network for interpretable and robust seizure prediction	74
MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection	74
Document-level relation extraction with three channels	73
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization	73
A Span-based Multi-Modal Attention Network for joint entity-relation extraction	73
CrossGCL: Cross-pairwise graph contrastive learning for unbiased recommendation	72
MAR-GCN: A meta-action refinement graph convolutional network for skeleton-based human action recognition	72
MRDNet: Multivariable Relational Decomposition Network for Multivariate Time Series Forecasting	72
FedPDM: Representation enhanced federated learning with privacy preserving diffusion models	72
Partial visual-semantic embedding: Fine-grained outfit image representation with massive volumes of tags via angular-based contrastive learning	72
A lightweight intrusion detection algorithm for IoT based on data purification and a separable convolution improved CNN	71
Sliced Wasserstein weighted multimodal mambavision for emotion recognition	71
Constrained multiobjective differential evolution algorithm with infeasible-proportion control mechanism	70
FSMamba: A dual-expert architecture with fast global attention and local-enhanced state-space mamba for time series forecasting	70
DMAdam: Dual averaging enhanced adaptive gradient method for deep neural networks	70
Dual dynamic graph attention network driven deep reinforcement learning for flexible job-Shop scheduling	70
A geometry-aware generative model for face morphing attacks	69
A feature shuffling and restoration strategy for universal unsupervised anomaly detection	69
Multi-Dimensional Manifolds Consistency Regularization for semi-supervised remote sensing semantic segmentation	69
MonoPAM: Roadside monocular 3D object detection with polygonal attention mechanism	69
Optical-to-SAR domain adaptation with inversion regularization for unsupervised ship detection	69
Towards Unsupervised Referring Expression Comprehension with Visual Semantic Parsing	69
Partial multi-label learning via three-way decision-based tri-training	69
Multi-plane multi-slice longitudinal MRI for deep ensemble progression detection based on enhanced residual multi-head self-attention	69
Time expression as update operations: Normalizing time expressions via a distantly supervised neural semantic parser	68
The mechanism of orientation detection based on color-orientation jointly selective cells	68
Tensor self-representation network for subspace clustering via alternating direction method of multipliers	68
MAdaKron: A mixture-of-AdaKron adapters	68
A prior-guided deep network for real image denoising and its applications	67

Contrastive learning for fair graph representations via counterfactual graph augmentation	67
Privacy preservation in deep reinforcement learning: A training perspective	67
An efficient state-aware Coarse-Fine-Grained model for Knowledge Tracing	67
Knowledge-guided distribution alignment for cross-domain few-shot learning	66
Binary Banyan tree growth optimization: A practical approach to high-dimensional feature selection	66
What do they “meme”? A metaphor-aware multi-modal multi-task framework for fine-grained meme understanding	65
Multiple sparse graphs condensation	65
Visual object tracking via non-local correlation attention learning	64
Fine-grained multivariate time series anomaly detection via causal inference	64
Dual-stream and dual-branch generative adversarial network for image forgery localization	64
Can question-texts improve the recognition of handwritten mathematical expressions in respondents’ solutions?	63
Few-shot online anomaly detection and segmentation	63
Bridging element fragmentation and inter-view discontinuity via directional geometric embeddings for cross-modal map construction	63
Monotonic learning in the PAC framework: A new perspective	63
Long kernel distillation in human activity recognition	63
A novel pedal musculoskeletal response based on differential spatio-temporal LSTM for human activity recognition	63
Federated learning with integration of decision making method and various machine learning algorithms for Alzheimer’s prediction	62
Multi-view multi-behavior interest learning network and contrastive learning for multi-behavior recommendation	62
Multi-Level Skeleton Self-Supervised Learning: Enhancing 3D action representation learning with Large Multimodal Models	62
A safe reinforcement learning algorithm for supervisory control of power plants	62
An active one-shot learning approach to recognizing land usage from class-wise sparse satellite imagery in smart urban sensing	62
Active layered topology mapping driven by road intersection	62
DOREMI: Optimizing long tail predictions in document-level relation extraction	61
A Slim Prompt-Averaged Consistency prompt learning for vision–language model	61
GraphBSSN: A simple yet effective generative method for node classification in class-imbalanced graphs	61
Bias-in-debias-out: Hierarchical channel-spatial bias calibration for cross-domain few-shot classification	61
MUSEDA: Multilingual Unsupervised and Supervised Embedding for Domain Adaption	61
ST-A-PGCL: Spatiotemporal adaptive periodical graph contrastive learning for traffic prediction under real scenarios	61
A fully decentralized distributed learning algorithm for latency communication networks	60
One-stage self-supervised momentum contrastive learning network for open-set cross-domain fault diagnosis	60
Bridge to better understanding: Syntax extension with virtual linking-phrase for natural language inference	60
MCT-Net: Multi-hierarchical cross transformer for hyperspectral and multispectral image fusion	60
DuaPIN: Auxiliary task enhanced dual path interaction network for civil court view generation	59
Scenario-based self-learning transfer framework for multi-task optimization problems	59
Score distillation for anomaly detection	59
A graph based preordonnances theoretic supervised feature selection in high dimensional data	59
Cross-subject generalizable representation learning with class-subject dual labels for biosignals	58
S2EFT: Spectral-Spatial-Elevation Fusion Transformer for hyperspectral image and LiDAR classification	58
Machine Learning and Genetic Algorithms: A case study on image reconstruction	58
BGCL: Bi-subgraph network based on graph contrastive learning for cold-start QoS prediction	58
IMFND: In-context multimodal fake news detection with large visual-language models	58
FashionGPT: LLM instruction fine-tuning with multiple LoRA-adapter fusion	58
Dynamic expansion orthogonal network for class-incremental learning	57
Semantic anchor enhanced prototype learning for few-shot hyperspectral image classification	57
Graph convolutional networks in language and vision: A survey	57
A machine learning approach for detecting cybersecurity vulnerabilities in the internet of medical things	56
Test-driving information theory-based compositional distributional semantics: A case study on Spanish song lyrics	56
Beyond single-source adversaries: Diversity-driven ensemble adversarial training for object detectors	55
On controllability of discrete-time multi-agent networks based on impulsive and switching systems	55
Fast neighborhood reconstruction with adaptive weights learning	55
Spatio-temporal fusion and contrastive learning for urban flow prediction	55
Collaborative representation learning for nodes and relations via heterogeneous graph neural network	55
Marshall–Olkin power-law distributions in length-frequency of entities	54
Unsupervised feature selection with high-order similarity learning	54
Enhancing information fusion and feature selection efficiency via the PROMETHEE method for multi-source dynamic decision data sets	54
A fine-tuned end-to-end model based on adversarial training for entity recognition in cybersecurity	54
ECH3OA: An E	54
MF2POSE: Multi-task Feature Fusion Pseudo-Siamese Network for intrusion detection using Category-distance Promotion Loss	54
Dynamics simulation-based deep residual neural networks to detect flexible shafting faults	54
Prostate cancer forecasting in small samples based on lightweight neural networks using ensemble learning	54
Three-stage binarization of color document images based on discrete wavelet transform and generative adversarial networks	54
Deep learning based automated vein recognition using swin transformer and super graph glue model	54
Enhancing knowledge retrieval with in-context learning and semantic search through generative AI	54
GraphRR: A multiplex Graph based Reciprocal friend Recommender system with applications on online gaming service	54
The mitigation of heterogeneity in temporal scale among different cortical regions for EEG emotion recognition	54
Accelerated opposition learning based chaotic single candidate optimization algorithm: A new alternative to population-based heuristics	54
Single image dehazing with an independent Detail-Recovery Network	54
@LM DeceptionNet: A multimodal approach for efficient transfer learning-based deception detection	54
Disentangled hyperbolic representation learning for heterogeneous graphs	53
Image classification based on enhanced learning of global and local features with structural priors	53
Recurrent neural networks with attention mechanisms and dimensionality reduction for accurate data-driven modelling of antennas	53
DLCS: A deep learning-based Clustering solution without any clustering algorithm, Utopia?	53
Enhancing bug localization with bug report decomposition and code hierarchical network	53
A topology-aware multiscale feature fusion network for EEG-based motor imagery decoding	52
Statistical Drift Detection Ensemble for batch processing of data streams	52
Sequential node search for faster neural architecture search	52
Eliminating backdoor attacks on Vision Kolmogorov-Arnold networks via fine-function pruning	52
AGA: An adaptive group alignment framework for structured medical cross-modal representation learning	52
Research on the attribute reduction method based on the best approximation set	52
A complementary ratio based clause selection method for contradiction separation dynamic deduction	52
Uninorm-like parametric activation functions for human-understandable neural models	52
A novel smart street intervention mechanism using clustering-based path optimization for street networks	52
A lightweight weakly supervised learning segmentation algorithm for imbalanced image based on rotation density peaks	52
PmiaNLL: Defending against poisoning membership inference attacks with noisy label learning	51
Editorial Board	51
USER: User-Side modality representation enhancement for multimodal recommendation	51
Towards safe and robust weakly-supervised anomaly detection under subpopulation shift	51
A joint training network for learning more distinguishable relation features in relation classification	51
Modeling the generative mechanism of personalized preferences from latent groups: A hierarchical nonparametric Bayesian method	51
HiGT-Fuse: Hierarchical Graph-Transformer Fusion Framework for Self-Supervised Howling Detection and Filtering	51
BEAUT: An Explaina le Deep L arning Model for gent-Based Pop lations With Poor Da a	51
Efficient yet secure: An archive knowledge graph-enhanced native sparse attention network for lightweight privacy-preserving recommendation	51
DEEPStack-RBP: Accurate identification of RNA-binding proteins based on autoencoder feature selection and deep stacking ensemble classifier	51
CANet: Comprehensive Attention Network for video-based action recognition	50
Validating functional redundancy with mixed generative adversarial networks	50