Graph Neural Networks

TopicFM: Robust and Interpretable Topic-Assisted Feature Matching AAAI 2023 Topological Pooling on Graphs AAAI 2023 Total Variation Graph Neural Networks ICML 2023 Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering ICML 2023 Towards Complex Scenarios: Building End-to-End Task-Oriented Dialogue System across Multiple Knowledge Bases AAAI 2023 Towards Deep Attention in Graph Neural Networks: Problems and Remedies ICML 2023 Towards Enhancing Relational Rules for Knowledge Graph Link Prediction EMNLP 2023 Towards Fine-Grained Explainability for Heterogeneous Graph Neural Network AAAI 2023 Towards Robust Graph Incremental Learning on Evolving Graphs ICML 2023 Towards Understanding Generalization of Graph Neural Networks ICML 2023 Transductive Few-Shot Learning With Prototype-Based Label Propagation by Iterative Graph Refinement CVPR 2023 Transformers over Directed Acyclic Graphs NeurIPS 2023 Turning Strengths Into Weaknesses: A Certified Robustness Inspired Attack Framework Against Graph Neural Networks CVPR 2023 Unbiased Heterogeneous Scene Graph Generation with Relation-Aware Message Passing Neural Network AAAI 2023 Uncertainty Quantification over Graph with Conformalized Graph Neural Networks NeurIPS 2023 Violin: Virtual Overbridge Linking for Enhancing Semi-supervised Learning on Graphs with Limited Labels IJCAI 2023 ViPLO: Vision Transformer Based Pose-Conditioned Self-Loop Graph for Human-Object Interaction Detection CVPR 2023 Wasserstein Graph Distance Based on L1–Approximated Tree Edit Distance between Weisfeiler–Lehman Subtrees AAAI 2023 When Do Graph Neural Networks Help with Node Classification? Investigating the Homophily Principle on Node Distinguishability NeurIPS 2023 3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design ICML 2022 Accelerating COVID-19 Research with Graph Mining and Transformer-Based Learning AAAI 2022 Adaptive Gaussian Processes on Graphs via Spectral Graph Wavelets AISTATS 2022 Adaptive Hypergraph Neural Network for Multi-Person Pose Estimation AAAI 2022 Adaptive Kernel Graph Neural Network AAAI 2022 A Double-Graph Based Framework for Frame Semantic Parsing NAACL 2022