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Import What You Need: Learning When and How to Augment EHR Graphs with External Knowledge

arXiv cs.LG · yesterday Cached

This paper introduces ReTA, a reinforcement learning-based framework for dynamically augmenting electronic health record graphs with external knowledge graphs to improve prediction tasks like diagnosis and mortality.

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#graph-augmentation

Instance Discrimination for Link Prediction

arXiv cs.LG · 2026-05-21 Cached

This paper adapts instance discrimination self-supervised learning to link prediction in graphs, proposing new models L-GRACE and L-BGRL that operate on link representations and improve performance especially on unattributed graphs.

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