Graph Neural Networks

Federated Learning on Non-IID Graphs via Structural Knowledge Sharing AAAI 2023 FedHGN: A Federated Framework for Heterogeneous Graph Neural Networks IJCAI 2023 Fine-grained Expressivity of Graph Neural Networks NeurIPS 2023 Forecasting Soil Moisture Using Domain Inspired Temporal Graph Convolution Neural Networks To Guide Sustainable Crop Management IJCAI 2023 Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction ACL 2023 FusionRetro: Molecule Representation Fusion via In-Context Learning for Retrosynthetic Planning ICML 2023 G2Pxy: Generative Open-Set Node Classification on Graphs with Proxy Unknowns IJCAI 2023 Generalizing Downsampling from Regular Data to Graphs AAAI 2023 Generated Graph Detection ICML 2023 GIFT: Graph-Induced Fine-Tuning for Multi-Party Conversation Understanding ACL 2023 Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis AAAI 2023 Globally Consistent Federated Graph Autoencoder for Non-IID Graphs IJCAI 2023 GNN-SL: Sequence Labeling Based on Nearest Examples via GNN ACL 2023 GOAT: A Global Transformer on Large-scale Graphs ICML 2023 GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets ICML 2023 Graph-based Deterministic Policy Gradient for Repetitive Combinatorial Optimization Problems ICLR 2023 GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning Benchmarks ICML 2023 Graph Component Contrastive Learning for Concept Relatedness Estimation AAAI 2023 Graph Contrastive Learning with Stable and Scalable Spectral Encoding NeurIPS 2023 Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing AAAI 2023 Graph Neural Convection-Diffusion with Heterophily IJCAI 2023 Graph Neural Networks are Inherently Good Generalizers: Insights by Bridging GNNs and MLPs ICLR 2023 Graph Neural Networks can Recover the Hidden Features Solely from the Graph Structure ICML 2023 Graph Ordering Attention Networks AAAI 2023 Graph Structure Learning on User Mobility Data for Social Relationship Inference AAAI 2023