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graph classification

212 papers

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Co-occurring keywords

graph neural network (3945) node classification (480) graph kernel (66) representation learning (6174) graph representation learning (246) graph pooling (38) graph convolution (183) graph representation (359) contrastive learning (3979) kernel methods (1096)

Papers

Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport AAAI 2021
Contrastive Self-supervised Learning for Graph Classification AAAI 2021
Hierarchical Graph Capsule Network AAAI 2021
Learning on Random Balls is Sufficient for Estimating (Some) Graph Parameters NIPS 2021
InfoGCL: Information-Aware Graph Contrastive Learning NIPS 2021
Heterogeneous Graph Structure Learning for Graph Neural Networks AAAI 2021
Quaternion Graph Neural Networks ACML 2021
An Aligned Subgraph Kernel Based on Discrete-Time Quantum Walk ACML 2021
A Hyperbolic-to-Hyperbolic Graph Convolutional Network CVPR 2021
GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training ICML 2021
Classifying Dyads for Militarized Conflict Analysis EMNLP 2021
Learning Graph Neural Networks with Approximate Gradient Descent AAAI 2021
Inference for Multiple Heterogeneous Networks with a Common Invariant Subspace JMLR 2021
AutoGEL: An Automated Graph Neural Network with Explicit Link Information NIPS 2021
Towards Multi-Grained Explainability for Graph Neural Networks NIPS 2021
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction NIPS 2021
Representing Long-Range Context for Graph Neural Networks with Global Attention NIPS 2021
Federated Graph Classification over Non-IID Graphs NIPS 2021
Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks IJCAI 2021
The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs IJCAI 2021
Nested Graph Neural Networks NIPS 2021
From Local Structures to Size Generalization in Graph Neural Networks ICML 2021
Graph Adversarial Self-Supervised Learning NIPS 2021
Graph Deformer Network IJCAI 2021
Random Walk Graph Neural Networks NIPS 2020