Graph Neural Networks

SINCon: Mitigate LLM-Generated Malicious Message Injection Attack for Rumor Detection ACL 2025 SkipPool: Improved Sparse Hierarchical Graph Pooling with Differentiable Exploration AAAI 2025 SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning AAAI 2025 Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation AAAI 2025 Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025 Spatially Resolved Transcriptomics Data Clustering with Tailored Spatial-scale Modulation IJCAI 2025 Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction AAAI 2025 State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting IJCAI 2025 STLSP: Integrating Structure and Text with Large Language Models for Link Sign Prediction of Networks IJCAI 2025 Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations IJCAI 2025 Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection AAAI 2025 Structural Patent Classification Using Label Hierarchy Optimization EMNLP 2025 Structure Balance and Gradient Matching-Based Signed Graph Condensation AAAI 2025 Structure based SAT dataset for analysing GNN generalisation AISTATS 2025 SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling ACL 2025 Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation ACL 2025 Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification AAAI 2025 Towards Global-Topology Relation Graph for Inductive Knowledge Graph Completion AAAI 2025 Towards Scalable and Deep Graph Neural Networks via Noise Masking AAAI 2025 TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs AAAI 2025 Trust-GRS: A Trustworthy Training Framework for Graph Neural Network Based Recommender Systems Against Shilling Attacks AAAI 2025 TurboReg: TurboClique for Robust and Efficient Point Cloud Registration ICCV 2025 Type-Less yet Type-Aware Inductive Link Prediction with Pretrained Language Models EMNLP 2025 Understanding GNNs and Homophily in Dynamic Node Classification AISTATS 2025 UniTR: A Unified Framework for Joint Representation Learning of Trajectories and Road Networks AAAI 2025