Graph Neural Networks

MAGNOLIA: Matching Algorithms via GNNs for Online Value-to-go Approximation ICML 2024 Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction IJCAI 2024 MaskPLAN: Masked Generative Layout Planning from Partial Input CVPR 2024 MaxEnt Loss: Calibrating Graph Neural Networks under Out-of-Distribution Shift (Student Abstract) AAAI 2024 MDGNN: Multi-Relational Dynamic Graph Neural Network for Comprehensive and Dynamic Stock Investment Prediction AAAI 2024 Measuring Task Similarity and Its Implication in Fine-Tuning Graph Neural Networks AAAI 2024 Medical Entity Disambiguation with Medical Mention Relation and Fine-grained Entity Knowledge COLING 2024 MELOV: Multimodal Entity Linking with Optimized Visual Features in Latent Space ACL 2024 MemoNav: Working Memory Model for Visual Navigation CVPR 2024 MESA: Matching Everything by Segmenting Anything CVPR 2024 Message Passing on Semantic-Anchor-Graphs for Fine-grained Emotion Representation Learning and Classification EMNLP 2024 MGNet: Learning Correspondences via Multiple Graphs AAAI 2024 MHGRL: An Effective Representation Learning Model for Electronic Health Records COLING 2024 MIDGArD: Modular Interpretable Diffusion over Graphs for Articulated Designs NeurIPS 2024 MINES: Message Intercommunication for Inductive Relation Reasoning over Neighbor-Enhanced Subgraphs AAAI 2024 Mirage: Model-agnostic Graph Distillation for Graph Classification ICLR 2024 Mitigating Emergent Robustness Degradation while Scaling Graph Learning ICLR 2024 Mitigating Label Noise on Graphs via Topological Sample Selection ICML 2024 Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs ICML 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 Mixture of Link Predictors on Graphs NeurIPS 2024 Mixture of Weak and Strong Experts on Graphs ICLR 2024 MKG-FENN: A Multimodal Knowledge Graph Fused End-to-End Neural Network for Accurate Drug–Drug Interaction Prediction AAAI 2024 MMD Graph Kernel: Effective Metric Learning for Graphs via Maximum Mean Discrepancy ICLR 2024