When does the student surpass the teacher? Federated Semi-supervised Learning with Teacher-Student EMA

no code implementations • 24 Jan 2023 • Jessica Zhao, Sayan Ghosh, Akash Bharadwaj, Chih-Yao Ma

Semi-Supervised Learning (SSL) has received extensive attention in the domain of computer vision, leading to development of promising approaches such as FixMatch.

Federated Learning Image Classification +1

Opacus: User-Friendly Differential Privacy Library in PyTorch

3 code implementations • 25 Sep 2021 • Ashkan Yousefpour, Igor Shilov, Alexandre Sablayrolles, Davide Testuggine, Karthik Prasad, Mani Malek, John Nguyen, Sayan Ghosh, Akash Bharadwaj, Jessica Zhao, Graham Cormode, Ilya Mironov

We introduce Opacus, a free, open-source PyTorch library for training deep learning models with differential privacy (hosted at opacus. ai).

FedCD: Improving Performance in non-IID Federated Learning

2 code implementations • 17 Jun 2020 • Kavya Kopparapu, Eric Lin, Jessica Zhao

Federated learning has been widely applied to enable decentralized devices, which each have their own local data, to learn a shared model.

Federated Learning