Graph Neural Networks

Anonymous Walk Embeddings ICML 2018 Automatic Detection of Cross-Disciplinary Knowledge Associations ACL 2018 Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders NeurIPS 2018 Inferring Networks From Random Walk-Based Node Similarities NeurIPS 2018 Irony Detector at SemEval-2018 Task 3: Irony Detection in English Tweets using Word Graph SemEval 2018 Iterative Visual Reasoning Beyond Convolutions CVPR 2018 Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation EMNLP 2018 KBGAN: Adversarial Learning for Knowledge Graph Embeddings NAACL 2018 Learning Loop Invariants for Program Verification NeurIPS 2018 Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering ICML 2018 N-ary Relation Extraction using Graph-State LSTM EMNLP 2018 NetGAN: Generating Graphs via Random Walks ICML 2018 Representation Learning on Graphs with Jumping Knowledge Networks ICML 2018 Structure-Aware Convolutional Neural Networks NeurIPS 2018 CANE: Context-Aware Network Embedding for Relation Modeling ACL 2017 Community Extraction in Multilayer Networks with Heterogeneous Community Structure JMLR 2017 Course Concept Extraction in MOOCs via Embedding-Based Graph Propagation IJCNLP 2017 Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs CVPR 2017 GraphDocExplore: A Framework for the Experimental Comparison of Graph-based Document Exploration Techniques EMNLP 2017 Open Relation Extraction and Grounding IJCNLP 2017 Protein Interface Prediction using Graph Convolutional Networks NeurIPS 2017 Sequential Graph Matching with Sequential Monte Carlo AISTATS 2017 Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering NeurIPS 2016 Diffusion-Convolutional Neural Networks NeurIPS 2016 Estimating Diffusion Networks: Recovery Conditions, Sample Complexity and Soft-thresholding Algorithm JMLR 2016