Mixed Precision Quantization to Tackle Gradient Leakage Attacks in Federated Learning

no code implementations • 22 Oct 2022 • Pretom Roy Ovi, Emon Dey, Nirmalya Roy, Aryya Gangopadhyay

We empirically proved the validity of our method with three benchmark datasets and found a minimal accuracy drop in the global model after applying quantization.

Federated Learning Quantization

TinyM$^2$Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devices

no code implementations • 9 Feb 2022 • Hasib-Al Rashid, Pretom Roy Ovi, Carl Busart, Aryya Gangopadhyay, Tinoosh Mohsenin

With the emergence of Artificial Intelligence (AI), new attention has been given to implement AI algorithms on resource constrained tiny devices to expand the application domain of IoT.

Classification object-detection +2