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02/02/2023
Double Permutation Equivariance for Knowledge Graph Completion
This work provides a formalization of Knowledge Graphs (KGs) as a new cl...
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09/12/2022
Bias Challenges in Counterfactual Data Augmentation
Deep learning models tend not to be out-of-distribution robust primarily...
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05/30/2022
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs
This work provides the first theoretical study on the ability of graph M...
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12/17/2021
Set Twister for Single-hop Node Classification
Node classification is a central task in relational learning, with the c...
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03/08/2021