ACM Transactions on Knowledge Discovery From Data

Article	Citations
COLANet: Cross-Domain Recommender Systems with Latent Overlapping Items on Graph Neural Networks	238
Put Your Voice on Stage: Personalized Headline Generation for News Articles	180
Graph Community Infomax	131
Toward Quality of Information Aware Distributed Machine Learning	76
Random Walk Sampling in Social Networks Involving Private Nodes	68
Same or Different? Diff-Vectors for Authorship Analysis	61
Modeling Sequences as Star Graphs to Address Over-Smoothing in Self-Attentive Sequential Recommendation	58
Graph Domain Adaptation: A Generative View	57
Parameter-Agnostic Deep Graph Clustering	43
Causal Discovery via Causal Star Graphs	40
C 3 -GAN+: Complex-Condition-Controlled Generative Adversarial Networks with Enhanced Embedding	38
HITS-based Propagation Paradigm for Graph Neural Networks	35
Towards Faster Deep Graph Clustering via Efficient Graph Auto-Encoder	34
OTM : Efficient k -Order-Based Core Maintenance in Large-Scale Dynamic Hypergraphs	34
EffCause: Discover Dynamic Causal Relationships Efficiently from Time-Series	34
Detecting Anomalous Graphs in Labeled Multi-Graph Databases	33
A Compact Vulnerability Knowledge Graph for Risk Assessment	30
X-FSPMiner: A Novel Algorithm for Frequent Similar Pattern Mining	28
Pre-training Question Embeddings for Improving Knowledge Tracing with Self-supervised Bi-graph Co-contrastive Learning	28
StructCoder: Structure-Aware Transformer for Code Generation	26
In-Processing Modeling Techniques for Machine Learning Fairness: A Survey	26
A Self-Representation Method with Local Similarity Preserving for Fast Multi-View Outlier Detection	26
Graph-Enhanced Spatial-Temporal Network for Next POI Recommendation	23
A Generalized Deep Learning Clustering Algorithm Based on Non-Negative Matrix Factorization	22
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series	22

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

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

Characterizing and Forecasting Urban Vibrancy Evolution: A Multi-View Graph Mining Perspective	7
Traffic Flow Forecasting in the COVID-19: A Deep Spatial-temporal Model Based on Discrete Wavelet Transformation	7
Raker: A Relation-aware Knowledge Reasoning Model for Inductive Relation Prediction	7
A Survey on the Role of Crowds in Combating Online Misinformation: Annotators, Evaluators, and Creators	7
Crowdsourcing Truth Inference Based on Label Confidence Clustering	7
Distributed Keyword-guided Topic Model with Lexical Knowledge Supervision	7
Hi-PART: Going Beyond Graph Pooling with Hierarchical Partition Tree for Graph-Level Representation Learning	7
Graph Deep Factors for Probabilistic Time-series Forecasting	7
TAP: Traffic Accident Profiling via Multi-Task Spatio-Temporal Graph Representation Learning	7
Toward Few-Label Vertical Federated Learning	7