Graph Neural Networks

Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning ICML 2024 Tensor-view Topological Graph Neural Network AISTATS 2024 TetraSphere: A Neural Descriptor for O(3)-Invariant Point Cloud Analysis CVPR 2024 TextGT: A Double-View Graph Transformer on Text for Aspect-Based Sentiment Analysis AAAI 2024 The Audio-Visual Conversational Graph: From an Egocentric-Exocentric Perspective CVPR 2024 The Expressive Power of Path-Based Graph Neural Networks ICML 2024 The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains NeurIPS 2024 The Intelligible and Effective Graph Neural Additive Network NeurIPS 2024 The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks NeurIPS 2024 The Merit of River Network Topology for Neural Flood Forecasting ICML 2024 Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks NeurIPS 2024 THGFormer: Time-Aware Hypergraph Learning for Multimodal Social Media Popularity Prediction (Student Abstract) AAAI 2024 TIGFORMER at TextGraphs-17 Shared Task: A Late Interaction Method for text and Graph Representations in KBQA Classification Task ACL 2024 T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking AAAI 2024 TopoFR: A Closer Look at Topology Alignment on Face Recognition NeurIPS 2024 TopoGCL: Topological Graph Contrastive Learning AAAI 2024 Topological and Node Noise Filtering on 3D Meshes Using Graph Neural Networks (Student Abstract) AAAI 2024 Topological Node2vec: Enhanced Graph Embedding via Persistent Homology JMLR 2024 TopoX: A Suite of Python Packages for Machine Learning on Topological Domains JMLR 2024 Towards a Theory of Machine Learning on Graphs and its Applications in Combinatorial Optimization IJCAI 2024 Towards Better Graph-based Cross-document Relation Extraction via Non-bridge Entity Enhancement and Prediction Debiasing ACL 2024 Towards Continual Knowledge Graph Embedding via Incremental Distillation AAAI 2024 Towards Cross Domain Generalization of Hamiltonian Representation via Meta Learning ICLR 2024 Towards Dynamic Message Passing on Graphs NeurIPS 2024 Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective AAAI 2024