SIGMOD 2027CORE A*
Publications
2027
2026
ICDM 2026CORE A*
FADTI: Fourier and Attention Driven Diffusion for Multivariate Time Series Imputation
ICDM 2026CORE A*
UniCom: A Unified Framework for Community Search and Detection via Transfer Learning
arXiv 2026Preprint
Multivariate Time Series Forecasting needs Cross Variable Loss
arXiv 2026Preprint
OpenHalDet: A Unified Benchmark for Hallucination Detection across Diverse Generation Scenarios
CCS 2026CORE A*
HYDRA: Proactive Android Malware Drift Adaptation via Hierarchical Graph Contrastive Learning
ICDE 2026CORE A*Tutorial
Data-Centric Foundations of Agentic AI
arXiv 2026Preprint
EXG: Self-Evolving Agents with Experience Graphs
arXiv 2026Preprint
GCCM: Enhancing Generative Graph Prediction via Contrastive Consistency Model
arXiv 2026Preprint
Multi-Agent Coordination Adaptation via Structure-Guided Orchestration
ICML 2026CORE A*
Towards Generative Graph Matching for Graph Edit Distance Computation
TKDE 2026JCR Q1
MGDN: A Graph of Graphs Neural Network for Malware Detection
EDBT 2026CORE A
Accelerating K-Core Computation in Temporal Graphs
arXiv 2026Preprint
Small Shifts, Large Gains: Unlocking Traditional TSP Heuristic Guided-Sampling via Unsupervised Neural Instance Modification
TechRxiv 2026Preprint
Algorithmic and Learning-based Approaches to Subgraph Matching and Counting: A Survey
INFSCI 2026JCR Q1
Finding critical users in social networks with reinforcement learning
Information Sciences, Vol. 741, 2026
ISKE 2026
Mining Discriminative Salient Objects with Optimal Transport for Few-Shot Image Classification
arXiv 2026Preprint
RLMiner: Finding the Most Frequent k-sized Subgraph via Reinforcement Learning
KBS 2026JCR Q1
WOCD: A semi-supervised method for overlapping community detection using weak cliques
2025
TechRxiv 2025Preprint
Data in Agentic AI: A Comprehensive Survey
CIKM 2025CORE A
Give Me Some SALT: Structure-Aware Link Modeling for Temporal Weighted Link Prediction
arXiv 2025Preprint
Large language models meet text-attributed graphs: A survey of integration frameworks and applications
NeurIPS 2025CORE A*
Towards Unsupervised Training of Matching-based Graph Edit Distance Solver via Preference-aware GAN
VLDB 2025CORE A*Tutorial
Machine Learning for Graph Data Management and Query Processing
arXiv 2025Preprint
HiGraph: A Large-Scale Hierarchical Graph Dataset for Malware Analysis
PVLDB 2025CORE A*
Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning based Approach
Proceedings of the VLDB Endowment, Vol. 18(8), pages 2695-2708, 2025 (VLDB 2025)
ICDE 2025CORE A*
Structure and Position-Aware Graph Modeling for Trajectory Similarity Computation Over Road Networks
EST 2025JCR Q1
Predicting Membrane Fouling of Submerged Membrane Bioreactor Wastewater Treatment Plants Using Machine Learning
ICDE 2025CORE A*Tutorial
AIGC for Graphs: Current Techniques and Future Trends
WWW 2025CORE A*
Covering K-Cliques in Billion-Scale Graphs
arXiv 2025Preprint
AI-Empowered Catalyst Discovery: A Survey from Classical Machine Learning Approaches to Large Language Models
ADC 2025CORE B
Computing Historical k-Core in Parallel
DSE 2025JCR Q1
IGFM: An Enhanced Graph Similarity Computation Method with Fine-Grained Analysis
CRM 2025JCR Q1
Inferring gene regulatory networks by hypergraph generative model
WWWJ 2025JCR Q2
RIDA: a robust attack framework on incomplete graphs
2024
arXiv 2024Preprint
Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning
TKDE 2024JCR Q1
Temporal Insights for Group-Based Fraud Detection on e-Commerce Platforms
TKDE 2024JCR Q1
Deep Learning Approaches for Similarity Computation: A Survey
ICDE 2024CORE A*Tutorial
Bipartite Graph Analytics: Current Techniques and Future Trends
KBS 2024JCR Q1
Simple and Deep Graph Attention Networks
arXiv 2024Preprint
STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model
IPM 2024JCR Q1
Influence Maximization on Hypergraphs via Multi-Hop Influence Estimation
ICDM 2024CORE A*
GQ: Towards Generalizable Deep Q-Learning for Steiner Tree in Graphs
ADC 2024CORE B
TIformer: A Transformer-Based Framework for Time-Series Forecasting with Missing Data
2023
WWWJ 2023JCR Q2
FPGN: follower prediction framework for infectious disease prevention
KDD 2023CORE A*
Group-based Fraud Detection Network on e-Commerce Platforms
TKDE 2023JCR Q1
Denoising Variational Graph of Graphs Auto-Encoder for Predicting Structured Entity Interactions
TKDE 2023JCR Q1
Neural Similarity Search on Supergraph Containment
2022
ICDE 2022CORE A*
TMN: Trajectory Matching Networks for Learning Similarity Computation
SIGMOD 2022CORE A*
Neural Subgraph Counting with Wasserstein Estimator
ICDE 2022CORE A*
Reinforcement Learning Based Query Vertex Ordering Model for Subgraph Matching
WWWJ 2022JCR Q2
Polarity-based Graph Neural Network for Sign Prediction in Signed Bipartite Graphs
WWWJ 2022JCR Q2
Bipartite Graph Capsule Network
2021
2020
VLDBJ 2020JCR Q1
EI-LSH: An early-termination driven I/O efficient incremental c-approximate nearest neighbor search
IJCAI 2020CORE A*
GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions
DASFAA 2020CORE B
I/O Efficient Algorithm for c-Approximate Furthest Neighbor Search in High-Dimensional Space
2019
ICDEW 2019
Skyline Nearest Neighbor Search on Multi-layer Graphs
ICDE 2019CORE A*