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Graph Neural Networks

4,495 papers

Papers per year

Papers

Graph Neural Networks for Adapting Off-the-shelf General Domain Language Models to Low-Resource Specialised Domains NAACL 2022
Spatio-Temporal Gating-Adjacency GCN for Human Motion Prediction CVPR 2022
Heterogeneous-Graph Reasoning and Fine-Grained Aggregation for Fact Checking ACL 2022
Grad-Align: Gradual Network Alignment via Graph Neural Networks (Student Abstract) AAAI 2022
Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention IJCAI 2022
Multi-Hop Open-Domain Question Answering over Structured and Unstructured Knowledge NAACL 2022
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022
Cross-document Misinformation Detection based on Event Graph Reasoning NAACL 2022
Simplified Graph Convolution with Heterophily NIPS 2022
Structural Supervision for Word Alignment and Machine Translation ACL 2022
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs NIPS 2022
Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds AAAI 2022
Learning NP-Hard Multi-Agent Assignment Planning using GNN: Inference on a Random Graph and Provable Auction-Fitted Q-learning NIPS 2022
Prototype-Based Explanations for Graph Neural Networks (Student Abstract) AAAI 2022
Neural Approximation of Graph Topological Features NIPS 2022
High-Order Pooling for Graph Neural Networks with Tensor Decomposition NIPS 2022
MAgNet: Mesh Agnostic Neural PDE Solver NIPS 2022
AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators AAAI 2022
UPB at SemEval-2022 Task 5: Enhancing UNITER with Image Sentiment and Graph Convolutional Networks for Multimedia Automatic Misogyny Identification SEMEVAL 2022
Subsequence-based Graph Routing Network for Capturing Multiple Risk Propagation Processes IJCAI 2022
Adaptive Hypergraph Neural Network for Multi-Person Pose Estimation AAAI 2022
MBGRLp: Multiscale Bootstrap Graph Representation Learning on Pointcloud (Student Abstract) AAAI 2022
Dynamic Relevance Graph Network for Knowledge-Aware Question Answering COLING 2022
GraphDIVE: Graph Classification by Mixture of Diverse Experts IJCAI 2022
Enhancing Word-Level Semantic Representation via Dependency Structure for Expressive Text-to-Speech Synthesis INTERSPEECH 2022