Graph Neural Networks

If You Want to Be Robust, Be Wary of Initialization NeurIPS 2024 iGraphMix: Input Graph Mixup Method for Node Classification ICLR 2024 Image Processing GNN: Breaking Rigidity in Super-Resolution CVPR 2024 Improving Distinguishability of Class for Graph Neural Networks AAAI 2024 Improving Equivariant Graph Neural Networks on Large Geometric Graphs via Virtual Nodes Learning ICML 2024 Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction AAAI 2024 Improving Generalization of Dynamic Graph Learning via Environment Prompt NeurIPS 2024 Improving GNN Calibration with Discriminative Ability: Insights and Strategies AAAI 2024 Improving Graph Contrastive Learning via Adaptive Positive Sampling CVPR 2024 Improving Graph Networks Through Selection-Based Convolution WACV 2024 Improving Multi-view Document Clustering: Leveraging Multi-structure Processor and Hybrid Ensemble Clustering Module COLING 2024 Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments CVPR 2024 Improving PTM Site Prediction by Coupling of Multi-Granularity Structure and Multi-Scale Sequence Representation AAAI 2024 Improving Robustness of GNN-based Anomaly Detection by Graph Adversarial Training COLING 2024 Improving Temporal Link Prediction via Temporal Walk Matrix Projection NeurIPS 2024 Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual Transfer COLING 2024 Inductive Knowledge Graph Completion with GNNs and Rules: An Analysis COLING 2024 InsertGNN: A Hierarchical Graph Neural Network for the TOEFL Sentence Insertion Problem EMNLP 2024 InstructG2I: Synthesizing Images from Multimodal Attributed Graphs NeurIPS 2024 Integrating GNN and Neural ODEs for Estimating Non-Reciprocal Two-Body Interactions in Mixed-Species Collective Motion NeurIPS 2024 Interaction-based Retrieval-augmented Diffusion Models for Protein-specific 3D Molecule Generation ICML 2024 InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes ICLR 2024 Interpreting Temporal Knowledge Graph Reasoning (Student Abstract) AAAI 2024 IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors NeurIPS 2024 Intrinsic Subgraph Generation for Interpretable Graph Based Visual Question Answering COLING 2024