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Graph Neural Networks

4,495 papers

Papers per year

Papers

Relation-Aware Neighborhood Matching Model for Entity Alignment AAAI 2021
Transfer Graph Neural Networks for Pandemic Forecasting AAAI 2021
Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks AAAI 2021
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images AAAI 2021
Neural Relational Inference with Efficient Message Passing Mechanisms AAAI 2021
Fitting the Search Space of Weight-sharing NAS with Graph Convolutional Networks AAAI 2021
NASGEM: Neural Architecture Search via Graph Embedding Method AAAI 2021
Computationally Tractable Riemannian Manifolds for Graph Embeddings AAAI 2021
Cost-aware Graph Generation: A Deep Bayesian Optimization Approach AAAI 2021
Deep Graph Spectral Evolution Networks for Graph Topological Evolution AAAI 2021
UAG: Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks AAAI 2021
Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances AAAI 2021
Graph Game Embedding AAAI 2021
Disentangled Representation Learning in Heterogeneous Information Network for Large-scale Android Malware Detection in the COVID-19 Era and Beyond AAAI 2021
Multi-scale Graph Fusion for Co-saliency Detection AAAI 2021
Power up! Robust Graph Convolutional Network via Graph Powering AAAI 2021
Interpretable Embedding Procedure Knowledge Transfer via Stacked Principal Component Analysis and Graph Neural Network AAAI 2021
Learning Graph Neural Networks with Approximate Gradient Descent AAAI 2021
Multi-View Representation Learning with Manifold Smoothness AAAI 2021
One-shot Graph Neural Architecture Search with Dynamic Search Space AAAI 2021
Class-Attentive Diffusion Network for Semi-Supervised Classification AAAI 2021
Overcoming Catastrophic Forgetting in Graph Neural Networks AAAI 2021
Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport AAAI 2021
Scalable Graph Networks for Particle Simulations AAAI 2021
Modular Graph Transformer Networks for Multi-Label Image Classification AAAI 2021