Search Results for author: Sanket Kamthe

Found 3 papers, 1 papers with code

Enhancing Privacy against Inversion Attacks in Federated Learning by using Mixing Gradients Strategies

no code implementations26 Apr 2022 Shaltiel Eloul, Fran Silavong, Sanket Kamthe, Antonios Georgiadis, Sean J. Moran

We show that otherwise it is possible to directly recover all vectors in a mini-batch without any numerical optimisation due to the de-mixing nature of the cross entropy loss.

Federated Learning

Copula Flows for Synthetic Data Generation

no code implementations3 Jan 2021 Sanket Kamthe, Samuel Assefa, Marc Deisenroth

Learning the probabilistic model for the data is equivalent to estimating the density of the data.

Density Estimation Normalising Flows +1

Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control

1 code implementation20 Jun 2017 Sanket Kamthe, Marc Peter Deisenroth

Trial-and-error based reinforcement learning (RL) has seen rapid advancements in recent times, especially with the advent of deep neural networks.

Gaussian Processes reinforcement-learning +2

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