Graph Neural Networks

SignGraph: A Sign Sequence is Worth Graphs of Nodes CVPR 2024 Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs ICML 2024 SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes AAAI 2024 Similarity-Navigated Conformal Prediction for Graph Neural Networks NeurIPS 2024 Simple Orthogonal Graph Representation Learning (Student Abstract) AAAI 2024 Simplicial Representation Learning with Neural k-Forms ICLR 2024 SLOG: An Inductive Spectral Graph Neural Network Beyond Polynomial Filter ICML 2024 SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks AAAI 2024 Space and time continuous physics simulation from partial observations ICLR 2024 Sparse Graphical Linear Dynamical Systems JMLR 2024 Sparse Multi-Relational Graph Convolutional Network for Multi-type Object Trajectory Prediction IJCAI 2024 SparseRadNet: Sparse Perception Neural Network on Subsampled Radar Data ECCV 2024 Spatio-Spectral Graph Neural Networks NeurIPS 2024 Spatio-Temporal Field Neural Networks for Air Quality Inference IJCAI 2024 Spatio-Temporal Fusion for Human Action Recognition via Joint Trajectory Graph AAAI 2024 Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting AAAI 2024 Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs AAAI 2024 SpeAr: A Spectral Approach for Zero-Shot Node Classification NeurIPS 2024 Spectral-Based Graph Neural Networks for Complementary Item Recommendation AAAI 2024 Spectral Graph Pruning Against Over-Squashing and Over-Smoothing NeurIPS 2024 Speech Topic Classification Based on Multi-Scale and Graph Attention Networks Interspeech 2024 Spiking Graph Neural Network on Riemannian Manifolds NeurIPS 2024 Spoofing Speech Detection by Modeling Local Spectro-Temporal and Long-term Dependency Interspeech 2024 State Space Models on Temporal Graphs: A First-Principles Study NeurIPS 2024 STEntConv: Predicting Disagreement between Reddit Users with Stance Detection and a Signed Graph Convolutional Network COLING 2024