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Squirrel Framework

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DataFunSummit
DataFunSummit
Aug 27, 2023 · Artificial Intelligence

Privacy-Preserving Gradient Boosting Decision Trees via Multi-Party Computation and the Squirrel Framework

This article introduces a privacy-preserving gradient boosting decision tree (GBDT) solution built on multi‑party computation, detailing its background, training steps, the MPC tools used, and the Squirrel framework’s workflow, while discussing performance challenges and experimental results demonstrating scalability to millions of samples.

GBDTMPCSecure Computation
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Privacy-Preserving Gradient Boosting Decision Trees via Multi-Party Computation and the Squirrel Framework