Verifying Integrity of Deep Ensemble Models by Lossless Black-box Watermarking with Sensitive Samples

no code implementations • 9 May 2022 • Lina Lin, Hanzhou Wu

Though these methods work very well, they were designed for individual DNN models, which cannot be directly applied to deep ensemble models (DEMs) that combine multiple DNN models to make the final decision.

Statistical significance in high-dimensional linear mixed models

1 code implementation • 16 Dec 2019 • Lina Lin, Mathias Drton, Ali Shojaie

Our framework is inspired by a recent line of work that proposes de-biasing penalized estimators to perform inference for high-dimensional linear models with fixed effects only.

valid Vocal Bursts Intensity Prediction