Graph Neural Networks

On the Equivalence Between Temporal and Static Equivariant Graph Representations ICML 2022 On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations AAAI 2022 Orthogonal Multi-Manifold Enriching of Directed Networks AISTATS 2022 Pair-Based Joint Encoding with Relational Graph Convolutional Networks for Emotion-Cause Pair Extraction EMNLP 2022 Parameter-free Dynamic Graph Embedding for Link Prediction NeurIPS 2022 Powerful Graph Convolutional Networks with Adaptive Propagation Mechanism for Homophily and Heterophily AAAI 2022 PRNet: Point-Range Fusion Network for Real-Time LiDAR Semantic Segmentation IJCAI 2022 ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning ICML 2022 ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022 Prototype-Based Explanations for Graph Neural Networks (Student Abstract) AAAI 2022 Provably expressive temporal graph networks NeurIPS 2022 Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks NeurIPS 2022 RAW-GNN: RAndom Walk Aggregation based Graph Neural Network IJCAI 2022 Recipe for a General, Powerful, Scalable Graph Transformer NeurIPS 2022 Redundancy-Free Message Passing for Graph Neural Networks NeurIPS 2022 ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective NeurIPS 2022 Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction NAACL 2022 RelU-Net: Syntax-aware Graph U-Net for Relational Triple Extraction EMNLP 2022 Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NeurIPS 2022 RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning NAACL 2022 RoboGNN: Robustifying Node Classification under Link Perturbation IJCAI 2022 Robust Graph Structure Learning via Multiple Statistical Tests NeurIPS 2022 Robust Heterogeneous Graph Neural Networks against Adversarial Attacks AAAI 2022 Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations ICML 2022 SEEN: Structured Event Enhancement Network for Explainable Need Detection of Information Recall Assistance EMNLP 2022