Graph Neural Networks

LS-TGNN: Long and Short-Term Temporal Graph Neural Network for Session-Based Recommendation AAAI 2025 M²N: A Progressive Macro-to-Micro 3D Modeling Scheme for Unveiling Drug-Target Affinity AAAI 2025 Machines and Mathematical Mutations: Using GNNs to Characterize Quiver Mutation Classes ICML 2025 MAGE: Model-Level Graph Neural Networks Explanations via Motif-based Graph Generation ICLR 2025 MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025 MagNet: Multi-Level Attention Graph Network for Predicting High-Resolution Spatial Transcriptomics MIDL 2025 Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025 MANTRA: The Manifold Triangulations Assemblage ICLR 2025 MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025 MaskDGNN: Self-Supervised Dynamic Graph Neural Networks with Activeness-aware Temporal Masking IJCAI 2025 Matcha: Mitigating Graph Structure Shifts with Test-Time Adaptation ICLR 2025 MaxCutPool: differentiable feature-aware Maxcut for pooling in graph neural networks ICLR 2025 McHirc: A Multimodal Benchmark for Chinese Idiom Reading Comprehension AAAI 2025 MEATRD: Multimodal Anomalous Tissue Region Detection Enhanced with Spatial Transcriptomics AAAI 2025 MemFreezing: A Novel Adversarial Attack on Temporal Graph Neural Networks under Limited Future Knowledge ICML 2025 MERGE: Multi-faceted Hierarchical Graph-based GNN for Gene Expression Prediction from Whole Slide Histopathology Images CVPR 2025 MeshMask: Physics-Based Simulations with Masked Graph Neural Networks ICLR 2025 Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold ICLR 2025 MGCA-Net: Multi-Graph Contextual Attention Network for Two-View Correspondence Learning IJCAI 2025 MGM: Global Understanding of Audience Overlap Graphs for Predicting the Factuality and the Bias of News Media NAACL 2025 Mind Individual Information! Principal Graph Learning for Multimedia Recommendation AAAI 2025 MIPT: Multilevel Informed Prompt Tuning for Robust Molecular Property Prediction ICML 2025 MisinfoTeleGraph: Network-driven Misinformation Detection for German Telegram Messages ACL 2025 Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025 Mitigating Over-Smoothing in Graph Neural Networks via Separation Coefficient-Guided Adaptive Graph Structure Adjustment IJCAI 2025