Publications
(DBLP-style listing; Taotao Cai is highlighted.)
2026
- MPCM-Net: A multi-scale network that integrates partial attention convolution with Mamba for ground-based cloud image segmentation. IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026 (Top-tier journal in Remote Sensing).
2025
- Personalized Short-term and Periodic Long-term Preferences Modeling with Contrastive Learning for Next POI Recommendation. IEEE TCSS, 2025.
- LG-Umer: A UNet-like Network Integrating Local-Global Features with a Novel Attention Mechanism for Road Extraction from Remote Sensing Images. IEEE JSTARS, 2025 (SCI Q1).
- A Survey on Multi-View Knowledge Graph: Generation, Fusion, Applications and Future Directions. IJCAI 2025 Survey Track (CORE2018 A*, CCF-A).
- Exploring Causal Learning through Graph Neural Networks: An In-depth Review. WIREs Data Mining and Knowledge Discovery, 2025.
- Causal integration in graph neural networks toward enhanced classification: benchmarking and advancements for robust performance. WWW Journal, 2025.
- HebCGNN: Hebbian-enabled causal classification integrating dynamic impact valuing. Knowledge-Based Systems, 2025 (ERA B, JCR-Q1, IF=7.6).
- Efficient Influential Nodes Tracking via Link Prediction in Evolving Networks. IEEE Internet of Things Journal, 2025.
- Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey. Artificial Intelligence Review, 2025.
- AI-Generated Content in Cross-Domain Applications: Research Trends, Challenges and Propositions. Knowledge-Based Systems, 2025 (ERA B, JCR-Q1).
2024
- Optimal Treatment Strategies for Critical Patients with Deep Reinforcement Learning. ACM TIST, 2024 (CCF-B).
- MDCGA-Net: Multi-Scale Direction Context-Aware Network with Global Attention for Building Extraction from Remote Sensing Images. IEEE JSTARS, 2024 (SCI Q1).
- FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning. IEEE TKDE, 2024 (CORE A*, CCF-A, JCR-Q1, IF=8.9).
- A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities. IEEE Transactions on Big Data, 2024 (SCI Q1).
2023
- Reconnecting the Estranged Relationships: Optimizing the Influence Propagation in Evolving Networks. IEEE TKDE, 2023 (CORE A*, CCF-A, JCR-Q1, IF=8.9).
- Towards Multi-User, Secure, and Verifiable kNN Query in Cloud Database. IEEE TKDE, 2023 (CORE A*, CCF-A, JCR-Q1, IF=8.9).
- Dynamic Correlation Adjacency Matrix Based Graph Neural Network for Traffic Flow Prediction. Sensors, 2023.
- YOLO-SA: An Efficient Object Detection Model Based on Self-Attention Mechanism. APWeb-WAIM, 2023 (CORE B, CCF-C).
- ECS-STPM: An Efficient Model for Tunnel Fire Anomaly Detection. APWeb-WAIM, 2023 (CORE B, CCF-C).
2022
- Incremental Graph Computation: Anchored Vertex Tracking in Dynamic Social Networks. IEEE TKDE, 2022 (CORE A*, CCF-A, JCR-Q1, IF=8.9).
- Top-k Socio-Spatial Co-engaged Location Selection for Social Users. IEEE TKDE, 2022 (CORE A*, CCF-A, JCR-Q1, IF=8.9).
- A Survey on Deep Learning based Knowledge Tracing. Knowledge-Based Systems, 2022 (ERA B, JCR-Q1, IF=8.139).
- Robust Cross-Network Node Classification via Constrained Graph Mutual Information. Knowledge-Based Systems, 2022 (ERA B, JCR-Q1, IF=8.139).
- Advanced Data Mining and Applications: 18th International Conference, ADMA 2022, Brisbane, QLD, Australia, November 28–30, 2022, Proceedings.
2020
- Target-aware Holistic Influence Maximization in Spatial Social Networks. IEEE TKDE, 2020 (ERA A*, CCF-A, JCR-Q1, IF=8.9).
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Community-diversity Driven Influence Maximization on Social Networks.
Information Systems, 2020 (CORE A*, JCR-Q1, IF=2.551).
Selected as one of the most influential papers of the past decade, to be featured in the journal’s 50th Anniversary Virtual Special Issue. [25 Aug 2025 updated]
- Anchored Vertex Exploration for Community Engagement in Social Networks. IEEE ICDE, 2020 (CORE2018 A*, CCF-A).
- Anchor Vertex Selection for Enhanced Reliability of Traffic Offloading Service in Edge-Enabled Mobile P2P Social Networks. Journal of Communications and Information Networks, 2020 (JCR-Q1, IF=3.24).
2019
- Correlate Influence News Article Events to Stock Quote Movement. ADMA, 2019 (CORE B).
2018
- Holistic Influence Maximization for Targeted Advertisements in Spatial Social Networks. IEEE ICDE, 2018 (CORE A*, CCF-A).
2017
- Efficient Distance-based Representative Skyline Computation in 2D Space. World Wide Web Journal, 20(4): 621-638, 2017 (ERA A, JCR-Q2, IF=1.770).
2015
- Efficient Algorithm for Distance-based Representative Skyline Computation in 2D Space. APWeb-WAIM, 2015 (CORE B).
Patents
- PCT/CN2015/081145 — REJECT RATE-CONTROLLABLE METROPOLIS-HASTINGS GRAPH SAMPLING ALGORITHM. link
- PCT/CN2015/081146 — DISTANCE-BASED ALGORITHM FOR SOLVING REPRESENTATIVE NODE SET IN TWO DIMENSIONAL SPACE. link
- PCT/CN2015/079176 — COMMUNITY SEARCH ALGORITHM BASED ON K-KERNEL. link
- PCT/CN2016/085242 — METHOD AND DEVICE FOR ESTIMATING USER INFLUENCE IN SOCIAL NETWORK USING GRAPH SIMPLIFICATION TECHNIQUE. link
- PCT/CN2015/081147 — GENERALIZED MAXIMUM-DEGREE RANDOM WALK GRAPH SAMPLING ALGORITHM. link