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Graph Neural Networks

4,522 papers

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Papers

Modular Graph Transformer Networks for Multi-Label Image Classification AAAI 2021
Relation-aware Graph Attention Model with Adaptive Self-adversarial Training AAAI 2021
Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks AAAI 2021
Proxy Graph Matching with Proximal Matching Networks AAAI 2021
Deep Fusion Clustering Network AAAI 2021
GraphMix: Improved Training of GNNs for Semi-Supervised Learning AAAI 2021
Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning AAAI 2021
Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks AAAI 2021
Hierarchical Graph Capsule Network AAAI 2021
Image-to-Image Retrieval by Learning Similarity between Scene Graphs AAAI 2021
Identity-aware Graph Neural Networks AAAI 2021
Contrastive Self-supervised Learning for Graph Classification AAAI 2021
Deep Wasserstein Graph Discriminant Learning for Graph Classification AAAI 2021
Data Augmentation for Graph Neural Networks AAAI 2021
Graph Neural Networks with Heterophily AAAI 2021
Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks AAAI 2021
GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction AAAI 2021
Joint Semantic Analysis with Document-Level Cross-Task Coherence Rewards AAAI 2021
HARGAN: Heterogeneous Argument Attention Network for Persuasiveness Prediction AAAI 2021
Entity Guided Question Generation with Contextual Structure and Sequence Information Capturing AAAI 2021
Story Ending Generation with Multi-Level Graph Convolutional Networks over Dependency Trees AAAI 2021
EQG-RACE: Examination-Type Question Generation AAAI 2021
Infusing Multi-Source Knowledge with Heterogeneous Graph Neural Network for Emotional Conversation Generation AAAI 2021
Co-GAT: A Co-Interactive Graph Attention Network for Joint Dialog Act Recognition and Sentiment Classification AAAI 2021
Tracking Interaction States for Multi-Turn Text-to-SQL Semantic Parsing AAAI 2021