TimberStrike is a client-side optimization attack that reconstructs training data from horizontally federated gradient-boosted trees by inverting leaf-level gradient and Hessian statistics.
Fouad, Doaa L
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TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems
TimberStrike is a client-side optimization attack that reconstructs training data from horizontally federated gradient-boosted trees by inverting leaf-level gradient and Hessian statistics.