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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Exploration of Spatial and Temporal Modeling Alternatives for HOI WACV 2021
Graph Neural Networks for Distributed Linear-Quadratic Control L4DC 2021
Transferability of Spectral Graph Convolutional Neural Networks JMLR 2021
Learning on Random Balls is Sufficient for Estimating (Some) Graph Parameters NIPS 2021
Representation Learning on Spatial Networks NIPS 2021
A Convergence Analysis of Gradient Descent on Graph Neural Networks NIPS 2021
Deconvolutional Networks on Graph Data NIPS 2021
Rethinking Graph Transformers with Spectral Attention NIPS 2021
NN-Baker: A Neural-network Infused Algorithmic Framework for Optimization Problems on Geometric Intersection Graphs NIPS 2021
Residual2Vec: Debiasing graph embedding with random graphs NIPS 2021
Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks NIPS 2021
Statistical Guarantees for Local Spectral Clustering on Random Neighborhood Graphs JMLR 2021
AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning WACV 2021
Fusion Learning Using Semantics and Graph Convolutional Network for Visual Food Recognition WACV 2021
Graph-PIT: Generalized Permutation Invariant Training for Continuous Separation of Arbitrary Numbers of Speakers INTERSPEECH 2021
Inplace Gated Convolutional Recurrent Neural Network for Dual-Channel Speech Enhancement INTERSPEECH 2021
Unsupervised Neural-Based Graph Clustering for Variable-Length Speech Representation Discovery of Zero-Resource Languages INTERSPEECH 2021
Interaction via Bi-Directional Graph of Semantic Region Affinity for Scene Parsing ICCV 2021
Modulated Graph Convolutional Network for 3D Human Pose Estimation ICCV 2021
Learning To Match Features With Seeded Graph Matching Network ICCV 2021
Adversarial Example Detection Using Latent Neighborhood Graph ICCV 2021
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs AAAI 2021
Space-Time-Separable Graph Convolutional Network for Pose Forecasting ICCV 2021
Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning ICCV 2021
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction NIPS 2021