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Graph Neural Networks

4,495 papers

Papers per year

Papers

Cross-modal Representation Learning and Relation Reasoning for Bidirectional Adaptive Manipulation IJCAI 2022
3D Infomax improves GNNs for Molecular Property Prediction ICML 2022
Improve emotional speech synthesis quality by learning explicit and implicit representations with semi-supervised training INTERSPEECH 2022
Graph Filtration Kernels AAAI 2022
CERES: Pretraining of Graph-Conditioned Transformer for Semi-Structured Session Data NAACL 2022
pathGCN: Learning General Graph Spatial Operators from Paths ICML 2022
ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022
Periodic Graph Transformers for Crystal Material Property Prediction NIPS 2022
Equivariant Networks for Crystal Structures NIPS 2022
Boosting Graph Structure Learning with Dummy Nodes ICML 2022
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering EMNLP 2022
Augmentation-Free Self-Supervised Learning on Graphs AAAI 2022
SGAT: Simplicial Graph Attention Network IJCAI 2022
On Non-Linear operators for Geometric Deep Learning NIPS 2022
Deep Orientation-Aware Functional Maps: Tackling Symmetry Issues in Shape Matching CVPR 2022
Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional Network ACL 2022
Multi-Relational Graph Representation Learning with Bayesian Gaussian Process Network AAAI 2022
Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information NAACL 2022
Machine Learning on Graphs: A Model and Comprehensive Taxonomy JMLR 2022
MoSE: Modality Split and Ensemble for Multimodal Knowledge Graph Completion EMNLP 2022
Modeling Partially Observable Systems using Graph-Based Memory and Topological Priors L4DC 2022
What Makes Graph Neural Networks Miscalibrated? NIPS 2022
CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous Knowledge ACL 2022
MM-GATBT: Enriching Multimodal Representation Using Graph Attention Network NAACL 2022
Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs NIPS 2022