Search Results for author: Shakila Tonni

Found 2 papers, 0 papers with code

AskBeacon -- Performing genomic data exchange and analytics with natural language

no code implementations22 Oct 2024 Anuradha Wickramarachchi, Shakila Tonni, Sonali Majumdar, Sarvnaz Karimi, Sulev Kõks, Brendan Hosking, Jordi Rambla, Natalie A. Twine, Yatish Jain, Denis C. Bauer

Enabling clinicians and researchers to directly interact with global genomic data resources by removing technological barriers is vital for medical genomics.

Directional Privacy for Deep Learning

no code implementations9 Nov 2022 Pedro Faustini, Natasha Fernandes, Shakila Tonni, Annabelle McIver, Mark Dras

In this paper, we apply \textit{directional privacy}, via a mechanism based on the von Mises-Fisher (VMF) distribution, to perturb gradients in terms of \textit{angular distance} so that gradient direction is broadly preserved.

Deep Learning

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