Graph Neural Networks

NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NeurIPS 2024 3D-FuM: Benchmarking 3D Molecule Learning with Functional Groups IJCAI 2024 A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design ICML 2024 A Comprehensive Survey on Graph Reduction: Sparsification, Coarsening, and Condensation IJCAI 2024 A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction AAAI 2024 Active Learning Framework for Incomplete Networks UAI 2024 ADA-GAD: Anomaly-Denoised Autoencoders for Graph Anomaly Detection AAAI 2024 AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs AAAI 2024 Adaptive Feature Imputation with Latent Graph for Deep Incomplete Multi-View Clustering AAAI 2024 Adaptive Graph Learning for Multimodal Conversational Emotion Detection AAAI 2024 Adaptive Self-training Framework for Fine-grained Scene Graph Generation ICLR 2024 A Decade of Scholarly Research on Open Knowledge Graphs COLING 2024 A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024 Advancing Saliency Ranking with Human Fixations: Dataset Models and Benchmarks CVPR 2024 Adversarial Attacks on Fairness of Graph Neural Networks ICLR 2024 A Dynamic GCN with Cross-Representation Distillation for Event-Based Learning AAAI 2024 A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening NeurIPS 2024 A Generalized Neural Diffusion Framework on Graphs AAAI 2024 A Graph Dynamics Prior for Relational Inference AAAI 2024 A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks ICLR 2024 A Hybrid Graph Network for Complex Activity Detection in Video WACV 2024 AliGATr: Graph-based layout generation for form understanding EMNLP 2024 Aligning Relational Learning with Lipschitz Fairness ICLR 2024 Aligning Transformers with Weisfeiler-Leman ICML 2024 All in One: Multi-task Prompting for Graph Neural Networks (Extended Abstract) IJCAI 2024