Federated Learning

Federated Learning Looks Different at 3am When Your Nodes Are Dropping
Most FL strategies that claim to improve on FedAvg do not actually improve on FedAvg. Not on real hardware. Not under real conditions.
Mar 27, 2026 5 min read
Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources
We introduce Flotilla, a flexible and lightweight FL platform designed for real-world edge environments, offering modular strategy …
Roopkatha Banerjee, Prince Modi, Jinal Vyas, Chunduru Sri Abhijit, Tejus Chandrashekar, Harsha Varun Marisetty, Manik Gupta, Yogesh Simmhan
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Towards a Modular Federated Learning Framework on Edge Devices
In this poster, we introduce Flotilla, a modular, model-agnostic Federated Learning (FL) framework that supports synchronous …
Roopkatha Banerjee, Prince Modi, Harsha Varun Marisetty, Manik Gupta, Yogesh Simmhan
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