Search Results for author: Sara Babakniya

Found 4 papers, 1 papers with code

SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models

no code implementations12 Aug 2023 Sara Babakniya, Ahmed Roushdy Elkordy, Yahya H. Ezzeldin, Qingfeng Liu, Kee-Bong Song, Mostafa El-Khamy, Salman Avestimehr

In the absence of centralized data, Federated Learning (FL) can benefit from distributed and private data of the FL edge clients for fine-tuning.

Federated Learning Transfer Learning

Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited Edge

1 code implementation27 Aug 2022 Sara Babakniya, Souvik Kundu, Saurav Prakash, Yue Niu, Salman Avestimehr

A possible solution to this problem is to utilize off-the-shelf sparse learning algorithms at the clients to meet their resource budget.

Federated Learning Model Compression +1

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