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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting AAAI 2019
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting AAAI 2019
Cash-Out User Detection Based on Attributed Heterogeneous Information Network with a Hierarchical Attention Mechanism AAAI 2019
AffinityNet: Semi-Supervised Few-Shot Learning for Disease Type Prediction AAAI 2019
GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination AAAI 2019
Hypergraph Neural Networks AAAI 2019
Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting AAAI 2019
A Model of Text-Enhanced Knowledge Graph Representation Learning with Collaborative Attention ACML 2019
Fisher-Bures Adversary Graph Convolutional Networks UAI 2019
Scan2Mesh: From Unstructured Range Scans to 3D Meshes CVPR 2019
Octree Guided CNN With Spherical Kernels for 3D Point Clouds CVPR 2019
Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification IJCNLP 2019
Evolutionarily Learning Multi-Aspect Interactions and Influences from Network Structure and Node Content AAAI 2019
Few-Shot Audio Classification with Attentional Graph Neural Networks INTERSPEECH 2019
Graph Embedding with Shifted Inner Product Similarity and Its Improved Approximation Capability AISTATS 2019
Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks EMNLP 2019
Cognitive Graph for Multi-Hop Reading Comprehension at Scale ACL 2019
Dynamically Fused Graph Network for Multi-hop Reasoning ACL 2019
A Deep Neural Information Fusion Architecture for Textual Network Embeddings EMNLP 2019
GMNN: Graph Markov Neural Networks ICML 2019
Graph Policy Gradients for Large Scale Robot Control CORL 2019
Learning to Update Knowledge Graphs by Reading News IJCNLP 2019
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning IJCNLP 2019
Global Reasoning over Database Structures for Text-to-SQL Parsing IJCNLP 2019
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text IJCNLP 2019