Graph Neural Networks

Fine-Tuning Graph Neural Networks by Preserving Graph Generative Patterns AAAI 2024 Finite Volume Features, Global Geometry Representations, and Residual Training for Deep Learning-based CFD Simulation ICML 2024 Finite Volume Informed Graph Neural Network for Myocardial Perfusion Simulation MIDL 2024 Finsler-Laplace-Beltrami Operators with Application to Shape Analysis CVPR 2024 FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer CVPR 2024 Forward Learning of Graph Neural Networks ICLR 2024 FreeDyG: Frequency Enhanced Continuous-Time Dynamic Graph Model for Link Prediction ICLR 2024 From Coarse to Fine: Enable Comprehensive Graph Self-supervised Learning with Multi-granular Semantic Ensemble ICML 2024 From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach AISTATS 2024 From Graph to Word Bag: Introducing Domain Knowledge to Confusing Charge Prediction COLING 2024 From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module ICLR 2024 FUG: Feature-Universal Graph Contrastive Pre-training for Graphs with Diverse Node Features NeurIPS 2024 Full-Body Motion Reconstruction with Sparse Sensing from Graph Perspective AAAI 2024 Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data AAAI 2024 Functional Graph Convolutional Networks: A Unified Multi-task and Multi-modal Learning Framework to Facilitate Health and Social-Care Insights IJCAI 2024 G^2N^2 : Weisfeiler and Lehman go grammatical ICLR 2024 G^2SAM: Graph-Based Global Semantic Awareness Method for Multimodal Sarcasm Detection AAAI 2024 G-Adapter: Towards Structure-Aware Parameter-Efficient Transfer Learning for Graph Transformer Networks AAAI 2024 GADePo: Graph-Assisted Declarative Pooling Transformers for Document-Level Relation Extraction ACL 2024 GAINER: Graph Machine Learning with Node-specific Radius for Classification of Short Texts and Documents EACL 2024 GATE: How to Keep Out Intrusive Neighbors ICML 2024 Gaussian Graph Network: Learning Efficient and Generalizable Gaussian Representations from Multi-view Images NeurIPS 2024 GazeGNN: A Gaze-Guided Graph Neural Network for Chest X-Ray Classification WACV 2024 G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation WACV 2024 GC-Bench: An Open and Unified Benchmark for Graph Condensation NeurIPS 2024