no code implementations • 19 Jun 2023 • Charles Gouert, Vinu Joseph, Steven Dalton, Cedric Augonnet, Michael Garland, Nektarios Georgios Tsoutsos
Fully Homomorphic Encryption (FHE) is a cryptographic method that guarantees the privacy and security of user data during computation.
no code implementations • 9 Jun 2023 • Harvey Dam, Vinu Joseph, Aditya Bhaskara, Ganesh Gopalakrishnan, Saurav Muralidharan, Michael Garland
E. g., it has been shown that mismatches between the full and compressed models can be biased towards under-represented classes.
1 code implementation • 3 Dec 2020 • Vinu Joseph, Shoaib Ahmed Siddiqui, Aditya Bhaskara, Ganesh Gopalakrishnan, Saurav Muralidharan, Michael Garland, Sheraz Ahmed, Andreas Dengel
With the rise in edge-computing devices, there has been an increasing demand to deploy energy and resource-efficient models.
1 code implementation • 6 Nov 2019 • Vinu Joseph, Saurav Muralidharan, Animesh Garg, Michael Garland, Ganesh Gopalakrishnan
Deep neural networks (DNNs) frequently contain far more weights, represented at a higher precision, than are required for the specific task which they are trained to perform.
1 code implementation • 24 Sep 2019 • Mark Van der Merwe, Vinu Joseph, Ganesh Gopalakrishnan
Belief Propagation (BP) is a message-passing algorithm for approximate inference over Probabilistic Graphical Models (PGMs), finding many applications such as computer vision, error-correcting codes, and protein-folding.