Search Results for author: Harshit Daga

Found 2 papers, 1 papers with code

Flame: Simplifying Topology Extension in Federated Learning

1 code implementation9 May 2023 Harshit Daga, Jaemin Shin, Dhruv Garg, Ada Gavrilovska, Myungjin Lee, Ramana Rao Kompella

We present Flame, a new system that provides flexibility of the topology configuration of distributed FL applications around the specifics of a particular deployment context, and is easily extensible to support new FL architectures.

Federated Learning

Canoe : A System for Collaborative Learning for Neural Nets

no code implementations27 Aug 2021 Harshit Daga, YiWen Chen, Aastha Agrawal, Ada Gavrilovska

For highly distributed environments such as edge computing, collaborative learning approaches eschew the dependence on a global, shared model, in favor of models tailored for each location.

Edge-computing Federated Learning +1

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