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Graph Neural Networks

4,495 papers

Papers per year

Papers

Graph Pointer Neural Networks AAAI 2022
AutoGCL: Automated Graph Contrastive Learning via Learnable View Generators AAAI 2022
Early-Bird GCNs: Graph-Network Co-optimization towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets AAAI 2022
SAIL: Self-Augmented Graph Contrastive Learning AAAI 2022
Low-Pass Graph Convolutional Network for Recommendation AAAI 2022
Batch Active Learning with Graph Neural Networks via Multi-Agent Deep Reinforcement Learning AAAI 2022
ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022
Structural Landmarking and Interaction Modelling: A “SLIM” Network for Graph Classification AAAI 2022
Bridging LTLf Inference to GNN Inference for Learning LTLf Formulae AAAI 2022
Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability Using Tree Search and Graph Neural Networks AAAI 2022
MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers AAAI 2022
LeSICiN: A Heterogeneous Graph-Based Approach for Automatic Legal Statute Identification from Indian Legal Documents AAAI 2022
Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification AAAI 2022
Hierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarization AAAI 2022
DisenCite: Graph-Based Disentangled Representation Learning for Context-Specific Citation Generation AAAI 2022
GraphMemDialog: Optimizing End-to-End Task-Oriented Dialog Systems Using Graph Memory Networks AAAI 2022
Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-sentence Dependency Graph AAAI 2022
Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization AAAI 2022
A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction AAAI 2022
CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022
CausalGNN: Causal-Based Graph Neural Networks for Spatio-Temporal Epidemic Forecasting AAAI 2022
DRAG: Dynamic Region-Aware GCN for Privacy-Leaking Image Detection AAAI 2022
Evaluating Explanations of Relational Graph Convolutional Network Link Predictions on Knowledge Graphs AAAI 2022
Learning Contrastive Multi-View Graphs for Recommendation (Student Abstract) AAAI 2022
Identifying ATT&CK Tactics in Android Malware Control Flow Graph through Graph Representation Learning and Interpretability (Student Abstract) AAAI 2022