Graph Neural Networks

Link Prediction for Flow-Driven Spatial Networks WACV 2024 Link Prediction in Multilayer Networks via Cross-Network Embedding AAAI 2024 Long-range Meta-path Search on Large-scale Heterogeneous Graphs NeurIPS 2024 MGNet: Learning Correspondences via Multiple Graphs AAAI 2024 MINES: Message Intercommunication for Inductive Relation Reasoning over Neighbor-Enhanced Subgraphs AAAI 2024 Mixed Geometry Message and Trainable Convolutional Attention Network for Knowledge Graph Completion AAAI 2024 MixSATGEN: Learning Graph Mixing for SAT Instance Generation ICLR 2024 MKG-FENN: A Multimodal Knowledge Graph Fused End-to-End Neural Network for Accurate Drug–Drug Interaction Prediction AAAI 2024 Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding EMNLP 2024 Monotone Operator Theory-Inspired Message Passing for Learning Long-Range Interaction on Graphs AISTATS 2024 Motif-Aware Riemannian Graph Neural Network with Generative-Contrastive Learning AAAI 2024 MPGraf: a Modular and Pre-trained Graphformer for Learning to Rank at Web-scale (Extended Abstract) IJCAI 2024 MQuinE: a Cure for “Z-paradox” in Knowledge Graph Embedding EMNLP 2024 MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting AAAI 2024 Multi-Grained Conversational Graph Network for Retrieval-based Dialogue Systems COLING 2024 Multiple-Source Localization from a Single-Snapshot Observation Using Graph Bayesian Optimization AAAI 2024 NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise NeurIPS 2024 Non-convolutional graph neural networks. NeurIPS 2024 NU at WASSA 2024 Empathy and Personality Shared Task: Enhancing Personality Predictions with Knowledge Graphs; A Graphical Neural Network and LightGBM Ensemble Approach ACL 2024 On Fake News Detection with LLM Enhanced Semantics Mining EMNLP 2024 On provable privacy vulnerabilities of graph representations NeurIPS 2024 On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NeurIPS 2024 Open-Set Graph Domain Adaptation via Separate Domain Alignment AAAI 2024 Optimal Graph Learning and Nuclear Norm Maximization for Deep Cross-Domain Robust Label Propagation IJCAI 2024 Optimal Quasi-clique: Hardness, Equivalence with Densest-k-Subgraph, and Quasi-partitioned Community Mining AAAI 2024