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08/15/2023
Towards Temporal Edge Regression: A Case Study on Agriculture Trade Between Nations
Recently, Graph Neural Networks (GNNs) have shown promising performance ...
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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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05/15/2023
Fast and Attributed Change Detection on Dynamic Graphs with Density of States
How can we detect traffic disturbances from international flight transpo...
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02/02/2023
Laplacian Change Point Detection for Single and Multi-view Dynamic Graphs
Dynamic graphs are rich data structures that are used to model complex r...
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07/20/2022
Towards Better Evaluation for Dynamic Link Prediction
There has been recent success in learning from static graphs, but despit...
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07/02/2020
Laplacian Change Point Detection for Dynamic Graphs
Dynamic and temporal graphs are rich data structures that are used to mo...
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03/02/2020
RandomNet: Towards Fully Automatic Neural Architecture Design for Multimodal Learning
Almost all neural architecture search methods are evaluated in terms of ...
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09/14/2019