Graph Neural Networks

Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing ICLR 2023 Outlier-Robust Gromov-Wasserstein for Graph Data NeurIPS 2023 Patch-level Neighborhood Interpolation: A General and Effective Graph-based Regularization Strategy ACML 2023 Path Neural Networks: Expressive and Accurate Graph Neural Networks ICML 2023 PESTO: A Post-User Fusion Network for Rumour Detection on Social Media ACL 2023 PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor AAAI 2023 PointListNet: Deep Learning on 3D Point Lists CVPR 2023 Probing Graph Decomposition for Argument Pair Extraction ACL 2023 Probing Graph Representations AISTATS 2023 Probing Traffic Trend Forecasting via Spatial-Temporal Aware Learning-Graph Attention ACML 2023 Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs EMNLP 2023 Question-Context Alignment and Answer-Context Dependencies for Effective Answer Sentence Selection Interspeech 2023 Question-Interlocutor Scope Realized Graph Modeling over Key Utterances for Dialogue Reading Comprehension ACL 2023 Random Walk Conformer: Learning Graph Representation from Long and Short Range AAAI 2023 RECAL: Sample-Relation Guided Confidence Calibration over Tabular Data EMNLP 2023 Reducing SO(3) Convolutions to SO(2) for Efficient Equivariant GNNs ICML 2023 Relation-Aware Question Answering for Heterogeneous Knowledge Graphs EMNLP 2023 Relevant Walk Search for Explaining Graph Neural Networks ICML 2023 ReLM: Leveraging Language Models for Enhanced Chemical Reaction Prediction EMNLP 2023 Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering AAAI 2023 Rethinking Explaining Graph Neural Networks via Non-parametric Subgraph Matching ICML 2023 Rethinking Tokenizer and Decoder in Masked Graph Modeling for Molecules NeurIPS 2023 Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci Curvature ICML 2023 RGE: A Repulsive Graph Rectification for Node Classification via Influence ICML 2023 RHGN: Relation-gated Heterogeneous Graph Network for Entity Alignment in Knowledge Graphs ACL 2023