Graph Neural Networks

Recent Advances in Heterogeneous Relation Learning for Recommendation IJCAI 2021 Relation-aware Graph Attention Model with Adaptive Self-adversarial Training AAAI 2021 RelDiff: Enriching Knowledge Graph Relation Representations for Sensitivity Classification EMNLP 2021 Rethinking Graph Transformers with Spectral Attention NeurIPS 2021 RETRACTED: Multi-modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance AAAI 2021 Roof-GAN: Learning To Generate Roof Geometry and Relations for Residential Houses CVPR 2021 Rumor Detection on Twitter with Claim-Guided Hierarchical Graph Attention Networks EMNLP 2021 SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations IJCAI 2021 SDGNN: Learning Node Representation for Signed Directed Networks AAAI 2021 Sequential Graph Convolutional Network for Active Learning CVPR 2021 Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation NeurIPS 2021 Structure-Aware Random Fourier Kernel for Graphs NeurIPS 2021 Temporal Heterogeneous Information Network Embedding IJCAI 2021 The FairyNet Corpus - Character Networks for German Fairy Tales EMNLP 2021 The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction EMNLP 2021 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-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework EMNLP 2021 Transfer Graph Neural Networks for Pandemic Forecasting AAAI 2021 UniGNN: a Unified Framework for Graph and Hypergraph Neural Networks IJCAI 2021 Unlimited Neighborhood Interaction for Heterogeneous Trajectory Prediction ICCV 2021 Unsupervised Multi-Source Domain Adaptation for Person Re-Identification CVPR 2021 Very Important Person Localization in Unconstrained Conditions: A New Benchmark AAAI 2021 Visual Concept Reasoning Networks AAAI 2021 Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks ICML 2021