Graph Neural Networks

Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts NeurIPS 2023 SPINDLE: Spinning Raw Text into Lambda Terms with Graph Attention EACL 2023 Stability and Generalization of lp-Regularized Stochastic Learning for GCN IJCAI 2023 Stage Detection of Mild Cognitive Impairment: Region-dependent Graph Representation Learning on Brain Morphable Meshes MIDL 2023 Steno AI at SemEval-2023 Task 6: Rhetorical Role Labelling of Legal Documents using Transformers and Graph Neural Networks SemEval 2023 Strategic Classification with Graph Neural Networks ICLR 2023 Structural Re-weighting Improves Graph Domain Adaptation ICML 2023 Structure Aware Incremental Learning with Personalized Imitation Weights for Recommender Systems AAAI 2023 Structure-aware robustness certificates for graph classification UAI 2023 Structure-Discourse Hierarchical Graph for Conditional Question Answering on Long Documents ACL 2023 Studying the Effect of GNN Spatial Convolutions On The Embedding Space’s Geometry UAI 2023 SubMix: Learning to Mix Graph Sampling Heuristics UAI 2023 Substructure Aware Graph Neural Networks AAAI 2023 SyncTREE: Fast Timing Analysis for Integrated Circuit Design through a Physics-informed Tree-based Graph Neural Network NeurIPS 2023 Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labelling ACL 2023 T2G-FORMER: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction AAAI 2023 T2-GNN: Graph Neural Networks for Graphs with Incomplete Features and Structure via Teacher-Student Distillation AAAI 2023 TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding EMNLP 2023 Tailoring Self-Attention for Graph via Rooted Subtrees NeurIPS 2023 Taming graph kernels with random features ICML 2023 Taming Local Effects in Graph-based Spatiotemporal Forecasting NeurIPS 2023 Task and Model Agnostic Adversarial Attack on Graph Neural Networks AAAI 2023 Task-Aware Self-Supervised Framework for Dialogue Discourse Parsing EMNLP 2023 TECHS: Temporal Logical Graph Networks for Explainable Extrapolation Reasoning ACL 2023 TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery NeurIPS 2023