Graph Neural Networks

PhysGNN: A Physics--Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image--Guided Neurosurgery NeurIPS 2022 Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions NeurIPS 2022 PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication ICLR 2022 Plane Geometry Diagram Parsing IJCAI 2022 PM2F2N: Patient Multi-view Multi-modal Feature Fusion Networks for Clinical Outcome Prediction EMNLP 2022 Pocket2Mol: Efficient Molecular Sampling Based on 3D Protein Pockets ICML 2022 POCO: Point Convolution for Surface Reconstruction CVPR 2022 PolyWorld: Polygonal Building Extraction With Graph Neural Networks in Satellite Images CVPR 2022 Post-OCR Paragraph Recognition by Graph Convolutional Networks WACV 2022 Powerful Graph Convolutional Networks with Adaptive Propagation Mechanism for Homophily and Heterophily AAAI 2022 Predicting Physics in Mesh-reduced Space with Temporal Attention ICLR 2022 Pre-training Molecular Graph Representation with 3D Geometry ICLR 2022 Proactive Robot Assistance via Spatio-Temporal Object Modeling CoRL 2022 Probing Structural Knowledge from Pre-trained Language Model for Argumentation Relation Classification EMNLP 2022 ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning ICML 2022 Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction CVPR 2022 ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022 Prototype-Based Explanations for Graph Neural Networks (Student Abstract) AAAI 2022 Provably expressive temporal graph networks NeurIPS 2022 Proximity Enhanced Graph Neural Networks with Channel Contrast IJCAI 2022 Pseudo-Riemannian Graph Convolutional Networks NeurIPS 2022 Public Wisdom Matters! Discourse-Aware Hyperbolic Fourier Co-Attention for Social Text Classification NeurIPS 2022 Pure Transformers are Powerful Graph Learners NeurIPS 2022 Query Embedding on Hyper-Relational Knowledge Graphs ICLR 2022 Raising the Bar in Graph-level Anomaly Detection IJCAI 2022