Graph Neural Networks

GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network ACL 2024 GNNBoundary: Towards Explaining Graph Neural Networks through the Lens of Decision Boundaries ICLR 2024 GNNCert: Deterministic Certification of Graph Neural Networks against Adversarial Perturbations ICLR 2024 GNNs Also Deserve Editing, and They Need It More Than Once ICML 2024 GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking ICLR 2024 GOAt: Explaining Graph Neural Networks via Graph Output Attribution ICLR 2024 GOODAT: Towards Test-Time Graph Out-of-Distribution Detection AAAI 2024 Gradformer: Graph Transformer with Exponential Decay IJCAI 2024 Gradient Rewiring for Editable Graph Neural Network Training NeurIPS 2024 GraFITi: Graphs for Forecasting Irregularly Sampled Time Series AAAI 2024 Gramformer: Learning Crowd Counting via Graph-Modulated Transformer AAAI 2024 GRANOLA: Adaptive Normalization for Graph Neural Networks NeurIPS 2024 Graph Adversarial Diffusion Convolution ICML 2024 Graph Anomaly Detection via Prototype-Aware Label Propagation (Student Abstract) AAAI 2024 Graph As Point Set ICML 2024 Graph Attention Based Multi-Channel U-Net for Speech Dereverberation With Ad-Hoc Microphone Arrays Interspeech 2024 Graph Attention Network with High-Order Neighbor Information Propagation for Social Recommendation IJCAI 2024 Graph Automorphism Group Equivariant Neural Networks ICML 2024 Graph-Aware Contrasting for Multivariate Time-Series Classification AAAI 2024 Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling ICML 2024 Graph-Based Prediction and Planning Policy Network (GP3Net) for Scalable Self-Driving in Dynamic Environments Using Deep Reinforcement Learning AAAI 2024 Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting ICML 2024 Graph-based Virtual Sensing from Sparse and Partial Multivariate Observations ICLR 2024 Graph Bayesian Optimization for Multiplex Influence Maximization AAAI 2024 GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs ICLR 2024