Graph Neural Networks

Edgeformers: Graph-Empowered Transformers for Representation Learning on Textual-Edge Networks ICLR 2023 EEG-based Auditory Attention Detection with Spatiotemporal Graph and Graph Convolutional Network Interspeech 2023 EEGNN: Edge Enhanced Graph Neural Network with a Bayesian Nonparametric Graph Model AISTATS 2023 EEG to fMRI Synthesis Benefits from Attentional Graphs of Electrode Relationships MLHC 2023 Effects of Graph Convolutions in Multi-layer Networks ICLR 2023 Efficient Approximations of Complete Interatomic Potentials for Crystal Property Prediction ICML 2023 Efficient Deep Space Filling Curve ICCV 2023 Efficient Learning of Linear Graph Neural Networks via Node Subsampling NeurIPS 2023 Efficient Learning of Mesh-Based Physical Simulation with Bi-Stride Multi-Scale Graph Neural Network ICML 2023 Efficiently Forgetting What You Have Learned in Graph Representation Learning via Projection AISTATS 2023 Efficiently incorporating quintuple interactions into geometric deep learning force fields NeurIPS 2023 Efficiently predicting high resolution mass spectra with graph neural networks ICML 2023 Efficient Model Updates for Approximate Unlearning of Graph-Structured Data ICLR 2023 Efficient Skeleton-Based Action Recognition via Joint-Mapping Strategies WACV 2023 Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning AAAI 2023 Empowering Graph Representation Learning with Test-Time Graph Transformation ICLR 2023 End-to-End Pipeline for Trigger Detection on Hit and Track Graphs AAAI 2023 Energy-based Out-of-Distribution Detection for Graph Neural Networks ICLR 2023 Enhanced Multi-Relationships Integration Graph Convolutional Network for Inferring Substitutable and Complementary Items AAAI 2023 Enhancing Dialogue Generation via Dynamic Graph Knowledge Aggregation ACL 2023 Enhancing Dynamic GCN for Node Attribute Forecasting with Meta Spatial-Temporal Learning (Student Abstract) AAAI 2023 Enhancing Event Causality Identification with Event Causal Label and Event Pair Interaction Graph ACL 2023 Enhancing the Inductive Biases of Graph Neural ODE for Modeling Physical Systems ICLR 2023 Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization NeurIPS 2023 Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs ICLR 2023