Graph Neural Networks

Object-Relation Reasoning Graph for Action Recognition CVPR 2022 Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again NeurIPS 2022 Omni-Granular Ego-Semantic Propagation for Self-Supervised Graph Representation Learning ICML 2022 On Evaluation Metrics for Graph Generative Models ICLR 2022 On Non-Linear operators for Geometric Deep Learning NeurIPS 2022 On the Equivalence Between Temporal and Static Equivariant Graph Representations ICML 2022 On the Robustness of Graph Neural Diffusion to Topology Perturbations NeurIPS 2022 On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations AAAI 2022 OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs NeurIPS 2022 OPEN: Orthogonal Propagation with Ego-Network Modeling NeurIPS 2022 Open-Topic False Information Detection on Social Networks with Contrastive Adversarial Learning EMNLP 2022 Optimization-Induced Graph Implicit Nonlinear Diffusion ICML 2022 Ordered Subgraph Aggregation Networks NeurIPS 2022 OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks CVPR 2022 Orthogonal Graph Neural Networks AAAI 2022 Orthogonal Multi-Manifold Enriching of Directed Networks AISTATS 2022 PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems EMNLP 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 PAR: Political Actor Representation Learning with Social Context and Expert Knowledge EMNLP 2022 pathGCN: Learning General Graph Spatial Operators from Paths ICML 2022 Periodic Graph Transformers for Crystal Material Property Prediction NeurIPS 2022 PerKGQA: Question Answering over Personalized Knowledge Graphs NAACL 2022 Permutation Equivariant Layers for Higher Order Interactions AISTATS 2022 PF-GNN: Differentiable particle filtering based approximation of universal graph representations ICLR 2022