ACM Transactions on Knowledge Discovery From Data

Article	Citations
Toward Quality of Information Aware Distributed Machine Learning	254
Parameter-Agnostic Deep Graph Clustering	192
Graph Community Infomax	136
Same or Different? Diff-Vectors for Authorship Analysis	79
Causal Discovery via Causal Star Graphs	70
COLANet: Cross-Domain Recommender Systems with Latent Overlapping Items on Graph Neural Networks	69
EffCause: Discover Dynamic Causal Relationships Efficiently from Time-Series	62
HITS-based Propagation Paradigm for Graph Neural Networks	60
Towards Faster Deep Graph Clustering via Efficient Graph Auto-Encoder	44
Modeling Sequences as Star Graphs to Address Over-Smoothing in Self-Attentive Sequential Recommendation	41
OTM : Efficient k -Order-Based Core Maintenance in Large-Scale Dynamic Hypergraphs	40
Detecting Anomalous Graphs in Labeled Multi-Graph Databases	38
C 3 -GAN+: Complex-Condition-Controlled Generative Adversarial Networks with Enhanced Embedding	37
X-FSPMiner: A Novel Algorithm for Frequent Similar Pattern Mining	36
StructCoder: Structure-Aware Transformer for Code Generation	34
Graph Domain Adaptation: A Generative View	33
A Compact Vulnerability Knowledge Graph for Risk Assessment	31
A Self-Representation Method with Local Similarity Preserving for Fast Multi-View Outlier Detection	30
A Generalized Deep Learning Clustering Algorithm Based on Non-Negative Matrix Factorization	28
Graph-Enhanced Spatial-Temporal Network for Next POI Recommendation	27
Pre-training Question Embeddings for Improving Knowledge Tracing with Self-supervised Bi-graph Co-contrastive Learning	26
Put Your Voice on Stage: Personalized Headline Generation for News Articles	26
Random Walk Sampling in Social Networks Involving Private Nodes	24
In-Processing Modeling Techniques for Machine Learning Fairness: A Survey	24
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series	24

Dynamic Environment Responsive Online Meta-Learning with Fairness Awareness	23
TRACE: Travel Reinforcement Recommendation Based on Location-Aware Context Extraction	22
Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition	22
Utility-Oriented Reranking with Counterfactual Context	21
KRAN: Knowledge Refining Attention Network for Recommendation	21
Toward Understanding and Evaluating Structural Node Embeddings	21
Heterogeneous Hyperbolic Hypergraph Neural Network for Friend Recommendation in Location-based Social Networks	20
DexDeepFM: Ensemble Diversity Enhanced Extreme Deep Factorization Machine Model	20
Uncovering the Local Hidden Community Structure in Social Networks	20
Disentangled Multi-Graph Convolution for Cross-Domain Recommendation	20
Forecasting Graph-Based Time-Dependent Data with Graph Sequence Attention	20
Causal Discovery Using Weight-Based Conditional Independence Test	20
Congestion-aware Spatio-Temporal Graph Convolutional Network-based A* Search Algorithm for Fastest Route Search	19
Privacy-Preserving Mechanisms for Multi-Label Image Recognition	19
diGRASS: Di rected Gra ph S pectral S parsification via Spectrum-Preserving	18
Exploiting Heterogeneous Graph Neural Networks with Latent Worker/Task Correlation Information for Label Aggregation in Crowdsourcing	18
FulBM: Fast Fully Batch Maintenance for Landmark-based 3-hop Cover Labeling	18
A Novel Classification Technique based on Formal Methods	18
Multiple Graphs and Low-Rank Embedding for Multi-Source Heterogeneous Domain Adaptation	18
Generative Multi-Label Correlation Learning	17
AGENDA: Predicting Trip Purposes with A New Graph Embedding Network and Active Domain Adaptation	17
Road Network Representation Learning: A Dual Graph-based Approach	17
Adaptive Collaborative Soft Label Learning for Unsupervised Multi-View Feature Selection	17
Controllable Human Trajectory Generation Using Profile-Guided Latent Diffusion	17
Laplacian Change Point Detection for Single and Multi-view Dynamic Graphs	16
Compressing Deep Neural Networks with Goal-Specific Pruning and Self-Distillation	16
HW-Forest: Deep Forest with Hashing Screening and Window Screening	16
Adaptive Rumor Suppression on Social Networks: A Multi-Round Hybrid Approach	16
A Propagation Model of Derived Topic Based on Cognitive Accumulation and Transfer Learning	15
DeepMeshCity: A Deep Learning Model for Urban Grid Prediction	15
Representation Learning Based on Ordinary Differential Equations for Dynamic Networks	15
Spatio-Temporal Event Forecasting Using Incremental Multi-Source Feature Learning	15
Differentially Private Release of Heterogeneous Network for Managing Healthcare Data	15
CoBjeason: Reasoning Covered Object in Image by Multi-Agent Collaboration Based on Informed Knowledge Graph	15
Deciphering Feature Effects on Decision-Making in Ordinal Regression Problems: An Explainable Ordinal Factorization Model	15
The Distance Function Optimization for the Near Neighbors-Based Classifiers	15
Generation-based Multi-view Contrast for Self-supervised Graph Representation Learning	15
Privacy-Preserving Machine Learning Based on Cryptography: A Survey	14
Feature Selection as Deep Sequential Generative Learning	14
Personalized Federated Learning with Layer-Wise Feature Transformation via Meta-Learning	14
Stochastic Variational Optimization of a Hierarchical Dirichlet Process Latent Beta-Liouville Topic Model	14
A Weighted Ensemble Classification Algorithm Based on Nearest Neighbors for Multi-Label Data Stream	14
Learning to Reduce the Scale of Large Graphs: A Comprehensive Survey	14
TDAN: Transferable Domain Adversarial Network for Link Prediction in Heterogeneous Social Networks	14
PU-Detector: A PU Learning-based Framework for Real Money Trading Detection in MMORPG	14
Pattern-oriented Attention Mechanism for Multivariate Time Series Forecasting	14
DyExplainer: Self-explainable Dynamic Graph Neural Network with Sparse Attentions	14
Means of Hitting Times for Random Walks on Graphs: Connections, Computation, and Optimization	14
Graph Neural News Recommendation with User Existing and Potential Interest Modeling	14
LSAB: User Behavioral Pattern Modeling in Sequential Recommendation by Learning Self-Attention Bias	13

Online Learning for Noisy Labeled Streams	13
Self-Supervised Dynamic Graph Representation Learning via Temporal Subgraph Contrast	13
FGTL: Federated Graph Transfer Learning for Node Classification	13
SMONE: A Session-based Recommendation Model Based on Neighbor Sessions with Similar Probabilistic Intentions	13
Stratification of Children with Autism Spectrum Disorder Through Fusion of Temporal Information in Eye-gaze Scan-Paths	13
Momentum-Accelerated and Biased Unconstrained Non-Negative Latent Factor Model for Handling High-Dimensional and Incomplete Data	13
Networked Time-series Prediction with Incomplete Data via Generative Adversarial Network	13
Measuring and Mitigating Gender Bias in Legal Contextualized Language Models	13
Interdisciplinary Fairness in Imbalanced Research Proposal Topic Inference: A Hierarchical Transformer-based Method with Selective Interpolation	13
Domain-Specific Keyword Extraction Using Joint Modeling of Local and Global Contextual Semantics	13
MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data	12
Learning Aspect-Aware High-Order Representations from Ratings and Reviews for Recommendation	12
CrowdAtlas: Estimating Crowd Distribution within the Urban Rail Transit System	12
Intent-aware Recommendation Based on Principal Component Analysis	12
Scalable and Inductive Semi-supervised Classifier with Sample Weighting Based on Graph Topology	12
Ada-MIP: Adaptive Self-supervised Graph Representation Learning via Mutual Information and Proximity Optimization	12
Topology Augmented Multi-Band and Multi-Scale Filtering for Graph Anomaly Detection	12
Balancing Fairness and Accuracy in Data-Restricted Binary Classification	12
DACHA: A Dual Graph Convolution Based Temporal Knowledge Graph Representation Learning Method Using Historical Relation	12
Learning Hierarchical Task Structures for Few-shot Graph Classification	12
Learning Entangled Interactions of Complex Causality via Self-Paced Contrastive Learning	11
Towards Domain-Aware Stable Meta Learning for Out-of-Distribution Generalization	11
Multi-view Ensemble Clustering via Low-rank and Sparse Decomposition: From Matrix to Tensor	11
Slack-Factor-Based Fuzzy Support Vector Machine for Class Imbalance Problems	11
Stacking Factorizing Partitioned Expressions in Hybrid Bayesian Network Models	11
Misinformation Blocking Problem in Virtual and Real Interconversion Social Networks	11
BapFL: You can Backdoor Personalized Federated Learning	11
Towards Differential Privacy in Sequential Recommendation: A Noisy Graph Neural Network Approach	11
On Dynamically Pricing Crowdsourcing Tasks	11
SigGAN: Adversarial Model for Learning Signed Relationships in Networks	11
Graph Neural Networks with Motisf-aware for Tenuous Subgraph Finding	11
Multi-Level Visual Similarity Based Personalized Tourist Attraction Recommendation Using Geo-Tagged Photos	11
Neural-Symbolic Methods for Knowledge Graph Reasoning: A Survey	10
Properties of Fairness Measures in the Context of Varying Class Imbalance and Protected Group Ratios	10
Triadic Closure Sensitive Influence Maximization	10
ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data	10
Auto-STGCN: Autonomous Spatial-Temporal Graph Convolutional Network Search	10
Nonnegative Matrix Factorization Based on Node Centrality for Community Detection	10
Correlation-aware Graph Data Augmentation with Implicit and Explicit Neighbors	10
Context-Aware Semantic Annotation of Mobility Records	9
An Information Theory Based Method for Quantifying the Predictability of Human Mobility	9
TOMGPT: Reliable Text-Only Training Approach for Cost-Effective Multi-modal Large Language Model	9
Laplacian-based Cluster-Contractive t-SNE for High-Dimensional Data Visualization	9
On Equivalence of Anomaly Detection Algorithms	9
Meta-GPS++: Enhancing Graph Meta-Learning with Contrastive Learning and Self-Training	9
Detecting Process Duration Drift Using Gamma Mixture Models in a Left-Truncated and Right-Censored Environment	9
STHAN: Transportation Demand Forecasting with Compound Spatio-Temporal Relationships	9
A Survey on AutoML Methods and Systems for Clustering	9
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting	9
Distributional Learning for Network Alignment with Global Constraints	9
Multi-Label Quantification	9
Multifaceted Relation-aware Meta-learning with Dual Customization for User Cold-start Recommendation	9
Accurate Open-Set Recognition for Memory Workload	9
Causal Disentanglement for Implicit Recommendations with Network Information	9
Discovering Interesting Patterns from Hypergraphs	9
Attribute Diversity Aware Community Detection on Attributed Graphs Using Three-View Graph Attention Neural Networks	9
Review of Clustering Methods for Functional Data	8
Enhanced Fuzzy Clustering for Incomplete Instance with Evidence Combination	8
MagNet: Multilevel Dynamic Wavelet Graph Neural Network for Multivariate Time Series Classification	8
Graph Deep Factors for Probabilistic Time-series Forecasting	8
Distributed Keyword-guided Topic Model with Lexical Knowledge Supervision	8
Corpus-level and Concept-based Explanations for Interpretable Document Classification	8
Scheduling Hyperparameters to Improve Generalization: From Centralized SGD to Asynchronous SGD	8
Cross-modal Multiple Granularity Interactive Fusion Network for Long Document Classification	8
Factorization of Binary Matrices: Rank Relations, Uniqueness and Model Selection of Boolean Decomposition	8
Package Arrival Time Prediction via Knowledge Distillation Graph Neural Network	8
History-enhanced and Uncertainty-aware Trajectory Recovery via Attentive Neural Network	8
Stochastic Block Models for Complex Network Analysis: A Survey	8
Adaptive Modality Interaction Transformer for Multimodal Knowledge Graph Completion	8
Variate Associated Domain Adaptation for Unsupervised Multivariate Time Series Anomaly Detection	8
Towards Informative and Diverse Dialogue Systems Over Hierarchical Crowd Intelligence Knowledge Graph	8
Hi-PART: Going Beyond Graph Pooling with Hierarchical Partition Tree for Graph-Level Representation Learning	8
Traceable Group-Wise Self-Optimizing Feature Transformation Learning: A Dual Optimization Perspective	8
Building Robust and Trustworthy HGNN Models: A Learnable Threshold Approach for Node Classification	8
PRIME: Pretraining for Patient Condition Representation with Irregular Multimodal Electronic Health Records	7
Be Causal: De-Biasing Social Network Confounding in Recommendation	7
Trustworthiness-Driven Graph Convolutional Networks for Signed Network Embedding	7
Communities in Streaming Graphs: Small Space Data Structure, Benchmark Data Generation, and Linear Algorithm	7
Raker: A Relation-Aware Knowledge Reasoning Model for Inductive Relation Prediction	7
Learnable Transform-Assisted Tensor Decomposition for Spatio-Irregular Multidimensional Data Recovery	7

Characterizing and Forecasting Urban Vibrancy Evolution: A Multi-View Graph Mining Perspective	7
Learning with Asynchronous Labels	7
A Survey on the Role of Crowds in Combating Online Misinformation: Annotators, Evaluators, and Creators	7
A Dynamic Attributes-driven Graph Attention Network Modeling on Behavioral Finance for Stock Prediction	7
Modeling Regime Shifts in Multiple Time Series	7
Label Distribution Guided Hashing for Cross-Modal Retrieval	7
TAP: Traffic Accident Profiling via Multi-Task Spatio-Temporal Graph Representation Learning	7
Optimal Scale-Free Small-World Graphs with Minimum Scaling of Cover Time	7
Fitting Imbalanced Uncertainties in Multi-output Time Series Forecasting	7
NTP-Miner: Nonoverlapping Three-Way Sequential Pattern Mining	7
Low-rank Representation with Adaptive Dimensionality Reduction via Manifold Optimization for Clustering	7
DNformer: Temporal Link Prediction with Transfer Learning in Dynamic Networks	7
Crowdsourcing Truth Inference Based on Label Confidence Clustering	7
Toward Few-Label Vertical Federated Learning	7
Adapting Knowledge Inference Algorithms to Measure Geometry Competencies through a Puzzle Game	7
Traffic Flow Forecasting in the COVID-19: A Deep Spatial-temporal Model Based on Discrete Wavelet Transformation	7
Towards Prototype-Based Self-Explainable Graph Neural Network	7