Graph Neural Networks

The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs IJCAI 2021 The Surprising Power of Graph Neural Networks with Random Node Initialization IJCAI 2021 Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs EMNLP 2021 Time-Constrained Multi-Agent Path Finding in Non-Lattice Graphs with Deep Reinforcement Learning ACML 2021 Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework EMNLP 2021 Time-Frequency Representation Learning with Graph Convolutional Network for Dialogue-Level Speech Emotion Recognition Interspeech 2021 TIMERS: Document-level Temporal Relation Extraction ACL 2021 Topic Modeling Revisited: A Document Graph-based Neural Network Perspective NeurIPS 2021 Topological Relational Learning on Graphs NeurIPS 2021 Topology-Imbalance Learning for Semi-Supervised Node Classification NeurIPS 2021 To the Point: Efficient 3D Object Detection in the Range Image With Graph Convolution Kernels CVPR 2021 Towards Accurate 3D Human Motion Prediction From Incomplete Observations CVPR 2021 Towards a unified framework for fair and stable graph representation learning UAI 2021 Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field AAAI 2021 Towards Document-Level Paraphrase Generation with Sentence Rewriting and Reordering EMNLP 2021 Towards Efficient Graph Convolutional Networks for Point Cloud Handling ICCV 2021 Towards Extracting Graph Neural Network Models via Prediction Queries (Student Abstract) AAAI 2021 Towards Multi-Grained Explainability for Graph Neural Networks NeurIPS 2021 Towards Open Ad Hoc Teamwork Using Graph-based Policy Learning ICML 2021 Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach NeurIPS 2021 Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor Detection ACL 2021 Towards Sample Efficient Agents through Algorithmic Alignment (Student Abstract) AAAI 2021 TPCN: Temporal Point Cloud Networks for Motion Forecasting CVPR 2021 Tracking Interaction States for Multi-Turn Text-to-SQL Semantic Parsing AAAI 2021 Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network AAAI 2021