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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Robust Graph Embedding with Noisy Link Weights AISTATS 2019
Amortized Variational Inference with Graph Convolutional Networks for Gaussian Processes AISTATS 2019
Classifying Signals on Irregular Domains via Convolutional Cluster Pooling AISTATS 2019
Aligning Cross-Lingual Entities with Multi-Aspect Information IJCNLP 2019
Reviews Meet Graphs: Enhancing User and Item Representations for Recommendation with Hierarchical Attentive Graph Neural Network IJCNLP 2019
Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph IJCNLP 2019
Representation Learning on Graphs: A Reinforcement Learning Application AISTATS 2019
Joint Semantic and Distributional Word Representations with Multi-Graph Embeddings EMNLP 2019
Graph Enhanced Cross-Domain Text-to-SQL Generation EMNLP 2019
Jointly Learning Entity and Relation Representations for Entity Alignment IJCNLP 2019
Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks IJCNLP 2019
Investigating Political Herd Mentality: A Community Sentiment Based Approach ACL 2019
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs IJCNLP 2019
Learning Multi-Task Communication with Message Passing for Sequence Learning AAAI 2019
GeniePath: Graph Neural Networks with Adaptive Receptive Paths AAAI 2019
Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks EMNLP 2019
Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations EMNLP 2019
Leveraging Dependency Forest for Neural Medical Relation Extraction IJCNLP 2019
Improving Relation Classification by Entity Pair Graph ACML 2019
Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree IJCNLP 2019
Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks AAAI 2019
Answering Conversational Questions on Structured Data without Logical Forms IJCNLP 2019
Robust Embedding with Multi-Level Structures for Link Prediction IJCAI 2019
Pre-training of Graph Augmented Transformers for Medication Recommendation IJCAI 2019
Learning Decentralized Controllers for Robot Swarms with Graph Neural Networks CORL 2019