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07/03/2023
Temporal Graph Benchmark for Machine Learning on Temporal Graphs
We present the Temporal Graph Benchmark (TGB), a collection of challengi...
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12/18/2021
Weisfeiler and Leman go Machine Learning: The Story so far
In recent years, algorithms and neural architectures based on the Weisfe...
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06/10/2021
GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings
We present GNNAutoScale (GAS), a framework for scaling arbitrary message...
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05/12/2021
The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs
In recent years, algorithms and neural architectures based on the Weisfe...
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03/17/2021
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs
Enabling effective and efficient machine learning (ML) over large-scale ...
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06/22/2020
Hierarchical Inter-Message Passing for Learning on Molecular Graphs
We present a hierarchical neural message passing architecture for learni...
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05/02/2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs
We present the Open Graph Benchmark (OGB), a diverse set of challenging ...
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02/02/2020
Adversarial Generation of Continuous Implicit Shape Representations
This work presents a generative adversarial architecture for generating ...
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01/27/2020
Deep Graph Matching Consensus
This work presents a two-stage neural architecture for learning and refi...
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04/09/2019
Just Jump: Dynamic Neighborhood Aggregation in Graph Neural Networks
We propose a dynamic neighborhood aggregation (DNA) procedure guided by ...
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03/06/2019
Fast Graph Representation Learning with PyTorch Geometric
We introduce PyTorch Geometric, a library for deep learning on irregular...
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10/04/2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks
In recent years, graph neural networks (GNNs) have emerged as a powerful...
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06/13/2018
Group Equivariant Capsule Networks
We present group equivariant capsule networks, a framework to introduce ...
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02/16/2018
Recognizing Cuneiform Signs Using Graph Based Methods
The cuneiform script constitutes one of the earliest systems of writing ...
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11/24/2017