Graph Neural Networks

Graph Switching Dynamical Systems ICML 2023 GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM AAAI 2023 HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level ACL 2023 Half-Hop: A graph upsampling approach for slowing down message passing ICML 2023 Hard Sample Aware Network for Contrastive Deep Graph Clustering AAAI 2023 Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning IJCAI 2023 Heterogeneous Graph Learning for Multi-Modal Medical Data Analysis AAAI 2023 High dimensional, tabular deep learning with an auxiliary knowledge graph NeurIPS 2023 Identifying Conspiracy Theories News based on Event Relation Graph EMNLP 2023 I’m Me, We’re Us, and I’m Us: Tri-directional Contrastive Learning on Hypergraphs AAAI 2023 IMP: Iterative Matching and Pose Estimation With Adaptive Pooling CVPR 2023 IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table Structures ACL 2023 Interpretable Chirality-Aware Graph Neural Network for Quantitative Structure Activity Relationship Modeling in Drug Discovery AAAI 2023 Intra-Event and Inter-Event Dependency-Aware Graph Network for Event Argument Extraction EMNLP 2023 Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction ACL 2023 Joint Feature and Differentiable $ k $-NN Graph Learning using Dirichlet Energy NeurIPS 2023 Joint Learning Model for Low-Resource Agglutinative Language Morphological Tagging ACL 2023 KAPALM: Knowledge grAPh enhAnced Language Models for Fake News Detection EMNLP 2023 Knowledge Graph Embeddings using Neural Ito Process: From Multiple Walks to Stochastic Trajectories ACL 2023 Knowledge Sheaves: A Sheaf-Theoretic Framework for Knowledge Graph Embedding AISTATS 2023 Layer-Neighbor Sampling --- Defusing Neighborhood Explosion in GNNs NeurIPS 2023 Learning Causal Effects on Hypergraphs (Extended Abstract) IJCAI 2023 Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling AAAI 2023 Learning Fair Graph Representations via Automated Data Augmentations ICLR 2023 Learning from the Wisdom of Crowds: Exploiting Similar Sessions for Session Search AAAI 2023