Graph Neural Networks

Incorporating Network Embedding into Markov Random Field for Better Community Detection AAAI 2019 Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks ACL 2019 Invariant and Equivariant Graph Networks ICLR 2019 Investigating Political Herd Mentality: A Community Sentiment Based Approach ACL 2019 Jointly Learning Entity and Relation Representations for Entity Alignment EMNLP 2019 Joint Representation Learning for Multi-Modal Transportation Recommendation AAAI 2019 Joint Semantic and Distributional Word Representations with Multi-Graph Embeddings EMNLP 2019 Joint Type Inference on Entities and Relations via Graph Convolutional Networks ACL 2019 KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning EMNLP 2019 Knowledge-Embedded Routing Network for Scene Graph Generation CVPR 2019 Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations EMNLP 2019 LanczosNet: Multi-Scale Deep Graph Convolutional Networks ICLR 2019 Language-Conditioned Graph Networks for Relational Reasoning ICCV 2019 Large Scale Graph Learning From Smooth Signals ICLR 2019 LatentGNN: Learning Efficient Non-local Relations for Visual Recognition ICML 2019 Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks NeurIPS 2019 Layerwise Relevance Visualization in Convolutional Text Graph Classifiers EMNLP 2019 Layout-Graph Reasoning for Fashion Landmark Detection CVPR 2019 Learning Actor Relation Graphs for Group Activity Recognition CVPR 2019 Learning a Meta-Solver for Syntax-Guided Program Synthesis ICLR 2019 Learning a SAT Solver from Single-Bit Supervision ICLR 2019 Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs ACL 2019 Learning by Abstraction: The Neural State Machine NeurIPS 2019 Learning Combinatorial Embedding Networks for Deep Graph Matching ICCV 2019 Learning Context Graph for Person Search CVPR 2019