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Predictions use a frozen- feature ℓ2-regularised logistic-regression head (scikit-learn, C=1.0, max_iter=1000, solver=lbfgs)

For DeepWalk [ 35], walk embeddings are fitted on the downstream graph with Skip-gram on uniform random walks ( p=q=1): emb_dim=128, walk_length=20, walks_per_node=10, context_size

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On the Safety of Graph Representation Learning

cs.LG · 2026-05-07 · unverdicted · novelty 7.0

GRL-Safety benchmark shows that safety in graph representation learning depends on interactions between method design and specific graph stresses rather than broad method families.

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  • On the Safety of Graph Representation Learning cs.LG · 2026-05-07 · unverdicted · none · ref 78

    GRL-Safety benchmark shows that safety in graph representation learning depends on interactions between method design and specific graph stresses rather than broad method families.