Search Results for author: Harold Benoit

Found 2 papers, 0 papers with code

Controlled Training Data Generation with Diffusion Models

no code implementations22 Mar 2024 Teresa Yeo, Andrei Atanov, Harold Benoit, Aleksandr Alekseev, Ruchira Ray, Pooya Esmaeil Akhoondi, Amir Zamir

In this work, we present a method to control a text-to-image generative model to produce training data specifically "useful" for supervised learning.

Language Modelling

Unraveling the Key Components of OOD Generalization via Diversification

no code implementations26 Dec 2023 Harold Benoit, Liangze Jiang, Andrei Atanov, Oğuzhan Fatih Kar, Mattia Rigotti, Amir Zamir

We show that (1) diversification methods are highly sensitive to the distribution of the unlabeled data used for diversification and can underperform significantly when away from a method-specific sweet spot.

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