Search Results for author: Parth Paritosh

Found 2 papers, 1 papers with code

Distributed Bayesian Estimation in Sensor Networks: Consensus on Marginal Densities

no code implementations • 2 Dec 2023 • Parth Paritosh, Nikolay Atanasov, Sonia Martinez

In this paper, we aim to design and analyze distributed Bayesian estimation algorithms for sensor networks.

Density Estimation Federated Learning +1

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Distributed Variational Inference for Online Supervised Learning

1 code implementation • 5 Sep 2023 • Parth Paritosh, Nikolay Atanasov, Sonia Martinez

Our key contribution lies in the derivation of a separable lower bound on the centralized estimation objective, which enables distributed variational inference with one-hop communication in a sensor network.

Binary Classification Variational Inference

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