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FrED: External Data Influence Estimation via Domain Knowledge Graph Grounding

FrED uses knowledge graphs with black-box similarities to attribute generative model outputs to specific training data, improving artistic and weather forecast localization without model access.

Theodoros Aivalis, Iraklis A Klampanos, Antonis Troumpoukis, Joemon M Jose

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5