Graph Neural Networks

Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks NeurIPS 2024 Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-Time Dynamics AAAI 2024 SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes AAAI 2024 Spatio-Temporal Field Neural Networks for Air Quality Inference IJCAI 2024 Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting AAAI 2024 Spectral-Based Graph Neural Networks for Complementary Item Recommendation AAAI 2024 Structural Entropy Based Graph Structure Learning for Node Classification AAAI 2024 Structural Information Enhanced Graph Representation for Link Prediction AAAI 2024 SubgDiff: A Subgraph Diffusion Model to Improve Molecular Representation Learning NeurIPS 2024 Subgraph Pooling: Tackling Negative Transfer on Graphs IJCAI 2024 Supra-Laplacian Encoding for Transformer on Dynamic Graphs NeurIPS 2024 Tail-STEAK: Improve Friend Recommendation for Tail Users via Self-Training Enhanced Knowledge Distillation AAAI 2024 Taming the Long Tail in Human Mobility Prediction NeurIPS 2024 TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation AAAI 2024 TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs NeurIPS 2024 TFGDA: Exploring Topology and Feature Alignment in Semi-supervised Graph Domain Adaptation through Robust Clustering NeurIPS 2024 The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks NeurIPS 2024 Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks NeurIPS 2024 T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking AAAI 2024 Topological Node2vec: Enhanced Graph Embedding via Persistent Homology JMLR 2024 Towards Cross-Linguistic Semantic Grounding using Dictionary Graph Analysis EMNLP 2024 Towards Dynamic Message Passing on Graphs NeurIPS 2024 Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series AAAI 2024 TREE-G: Decision Trees Contesting Graph Neural Networks AAAI 2024 Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological Images CVPR 2024