Graph Neural Networks

Sheaf Hypergraph Networks NeurIPS 2023 SigMaNet: One Laplacian to Rule Them All AAAI 2023 Sign and Basis Invariant Networks for Spectral Graph Representation Learning ICLR 2023 Signed Laplacian Graph Neural Networks AAAI 2023 Simple and Asymmetric Graph Contrastive Learning without Augmentations NeurIPS 2023 Simple and Efficient Heterogeneous Graph Neural Network AAAI 2023 Single Sequence Prediction over Reasoning Graphs for Multi-hop QA ACL 2023 Ske2Grid: Skeleton-to-Grid Representation Learning for Action Recognition ICML 2023 SkeletonMAE: Graph-based Masked Autoencoder for Skeleton Sequence Pre-training ICCV 2023 SlotGAT: Slot-based Message Passing for Heterogeneous Graphs ICML 2023 Smart Initial Basis Selection for Linear Programs ICML 2023 Smooth, exact rotational symmetrization for deep learning on point clouds NeurIPS 2023 Social Relation Reasoning Based on Triangular Constraints AAAI 2023 Some Might Say All You Need Is Sum IJCAI 2023 SONGs: Self-Organizing Neural Graphs WACV 2023 Sparse Graph Learning from Spatiotemporal Time Series JMLR 2023 Sparse Multi-Modal Graph Transformer With Shared-Context Processing for Representation Learning of Giga-Pixel Images CVPR 2023 Spatial Attention Kinetic Networks with E(n)-Equivariance ICLR 2023 Spatial Correspondence between Graph Neural Network-Segmented Images MIDL 2023 Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction AAAI 2023 Spatio-Temporal Meta-Graph Learning for Traffic Forecasting AAAI 2023 Speaker Tracking using Graph Attention Networks with Varying Duration Utterances across Multi-Channel Naturalistic Data: Fearless Steps Apollo-11 Audio Corpus Interspeech 2023 Specformer: Spectral Graph Neural Networks Meet Transformers ICLR 2023 Spectral Augmentation for Self-Supervised Learning on Graphs ICLR 2023 Spectral Augmentations for Graph Contrastive Learning AISTATS 2023