Graph Neural Networks

Bridging LTLf Inference to GNN Inference for Learning LTLf Formulae AAAI 2022 BScNets: Block Simplicial Complex Neural Networks AAAI 2022 Can Abnormality be Detected by Graph Neural Networks? IJCAI 2022 Can Hybrid Geometric Scattering Networks Help Solve the Maximum Clique Problem? NeurIPS 2022 Capsule Graph Neural Network for Multi-Label Image Recognition (Student Abstract) AAAI 2022 Capturing Global Structural Information in Long Document Question Answering with Compressive Graph Selector Network EMNLP 2022 Capturing Graphs with Hypo-Elliptic Diffusions NeurIPS 2022 CausalGNN: Causal-Based Graph Neural Networks for Spatio-Temporal Epidemic Forecasting AAAI 2022 CellTypeGraph: A New Geometric Computer Vision Benchmark CVPR 2022 CERES: Pretraining of Graph-Conditioned Transformer for Semi-Structured Session Data NAACL 2022 CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks AISTATS 2022 CGLB: Benchmark Tasks for Continual Graph Learning NeurIPS 2022 CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning IJCAI 2022 Classification-Then-Grounding: Reformulating Video Scene Graphs As Temporal Bipartite Graphs CVPR 2022 Cluster Attack: Query-based Adversarial Attacks on Graph with Graph-Dependent Priors IJCAI 2022 ClusterGNN: Cluster-Based Coarse-To-Fine Graph Neural Network for Efficient Feature Matching CVPR 2022 CoCoS: Enhancing Semi-supervised Learning on Graphs with Unlabeled Data via Contrastive Context Sharing AAAI 2022 CodeTrek: Flexible Modeling of Code using an Extensible Relational Representation ICLR 2022 CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous Knowledge ACL 2022 COGMEN: COntextualized GNN based Multimodal Emotion recognitioN NAACL 2022 Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs EMNLP 2022 Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods ICLR 2022 Collaborative Learning for Hand and Object Reconstruction With Attention-Guided Graph Convolution CVPR 2022 Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing ACL 2022 Communicative Subgraph Representation Learning for Multi-Relational Inductive Drug-Gene Interaction Prediction IJCAI 2022