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2025 1

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Robust Knowledge Graph Embedding via Denoising

cs.LG · 2025-05-14 · reject · novelty 6.0

A denoising auxiliary loss on perturbed entity embeddings improves KGE robustness on FB15k-237, but the proposed certified robustness metrics rest on a misapplication of randomized smoothing.

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  • Robust Knowledge Graph Embedding via Denoising cs.LG · 2025-05-14 · reject · none · ref 7

    A denoising auxiliary loss on perturbed entity embeddings improves KGE robustness on FB15k-237, but the proposed certified robustness metrics rest on a misapplication of randomized smoothing.