2007 · Knowledge and Information Systems
Top 10 algorithms in data mining
5,657 citationsRead
Most cited
2,663 papers in total2019
Heterogeneous Graph Attention Network
3,029 citationsRead
2021 · IEEE Transactions on Neural Networks and Learning Systems
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications
2,920 citationsRead
2024 · ACM Transactions on Intelligent Systems and Technology
A Survey on Evaluation of Large Language Models
2,805 citationsRead
1996 · IEEE Transactions on Knowledge and Data Engineering
Data mining: an overview from a database perspective
2,237 citationsRead
2013
Transfer Feature Learning with Joint Distribution Adaptation
2,033 citationsRead
Newest first
2,663 papers in total2024
- A comprehensive survey on pretrained foundation models: a history from BERT to ChatGPTInternational Journal of Machine Learning and Cybernetics · 404 citations
- Decentralized Federated Learning: A Survey and PerspectiveIEEE Internet of Things Journal · 276 citations
- Deep Clustering: A Comprehensive SurveyIEEE Transactions on Neural Networks and Learning Systems · 232 citations
- A Survey of AI-Generated Content (AIGC)ACM Computing Surveys · 176 citations
2023
- A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPTarXiv (Cornell University) · 413 citations
- Multimodal Large Language Models: A Survey239 citations
- Machine Unlearning: A SurveyACM Computing Surveys · 155 citations
2022
- Generalizing to Unseen Domains: A Survey on Domain GeneralizationIEEE Transactions on Knowledge and Data Engineering · 961 citations
- PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive LearningIEEE Transactions on Pattern Analysis and Machine Intelligence · 639 citations
- Membership Inference Attacks on Machine Learning: A SurveyACM Computing Surveys · 537 citations
- Graph Self-Supervised Learning: A SurveyIEEE Transactions on Knowledge and Data Engineering · 518 citations
- Privacy and Robustness in Federated Learning: Attacks and DefensesIEEE Transactions on Neural Networks and Learning Systems · 501 citations
- A Survey on Text Classification: From Traditional to Deep LearningACM Transactions on Intelligent Systems and Technology · 493 citations
- A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and SourcesIEEE Transactions on Big Data · 408 citations
- Self-Supervised Discriminative Feature Learning for Deep Multi-View ClusteringIEEE Transactions on Knowledge and Data Engineering · 252 citations
- Adversarial Attack and Defense on Graph Data: A SurveyIEEE Transactions on Knowledge and Data Engineering · 251 citations
- Sequential Recommendation via Stochastic Self-AttentionProceedings of the ACM Web Conference 2022 · 197 citations
- Federated Social Recommendation with Graph Neural NetworkACM Transactions on Intelligent Systems and Technology · 195 citations
- Deep learning for drug repurposing: Methods, databases, and applicationsWiley Interdisciplinary Reviews Computational Molecular Science · 191 citations
- Graph Structure Learning with Variational Information BottleneckProceedings of the AAAI Conference on Artificial Intelligence · 163 citations
- Adversarial Attacks and Defenses in Deep Learning: From a Perspective of CybersecurityACM Computing Surveys · 154 citations
2021
- User Preference-aware Fake News Detection271 citations
- An Integrated Cluster Detection, Optimization, and Interpretation Approach for Financial DataIEEE Transactions on Cybernetics · 224 citations
- Data science and AI in FinTech: an overviewInternational Journal of Data Science and Analytics · 193 citations
- Continuous-Time Sequential Recommendation with Temporal Graph Collaborative Transformer180 citations
- Graph Learning based Recommender Systems: A Review177 citations
- KG-BART: Knowledge Graph-Augmented BART for Generative Commonsense ReasoningProceedings of the AAAI Conference on Artificial Intelligence · 168 citations
- SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism158 citations
- Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural NetworksACM Transactions on Information Systems · 155 citations
2020
- Deep Learning for Spatio-Temporal Data Mining: A SurveyIEEE Transactions on Knowledge and Data Engineering · 819 citations
Research in numbers
From OpenAlex- conference paper104
- article84
- preprint8
- conference abstract2
- book1
- IEEE Transactions on Knowledge and Data Engineering28
- arXiv (Cornell University)8
- ACM Computing Surveys6
- ACM SIGMOD Record4
- ACM Transactions on Intelligent Systems and Technology4
- Charų C. Aggarwal21
- Mingsheng Long14
- Jianmin Wang14
- Haixun Wang13
- Jiawei Han12
Experience and education
Universities
2025Shanghai University
2023Beijing Foreign Studies University
2022Ain Shams University
2007 to 2015Binghamton University
2015Worcester Polytechnic Institute
2007University of Southern California
2007University of California, Riverside
2003University of Vermont
1999University of Rome Tor Vergata
Industry and labs
2010Microsoft (United States)