Search Results for author: Xiaofan Yu

Found 3 papers, 3 papers with code

Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing

1 code implementation7 Mar 2024 Xiaofan Yu, Anthony Thomas, Ivannia Gomez Moreno, Louis Gutierrez, Tajana Rosing

On-device learning has emerged as a prevailing trend that avoids the slow response time and costly communication of cloud-based learning.

Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks

1 code implementation17 Jan 2023 Xiaofan Yu, Ludmila Cherkasova, Harsh Vardhan, Quanling Zhao, Emily Ekaireb, Xiyuan Zhang, Arya Mazumdar, Tajana Rosing

To fully unleash the potential of Async-HFL in converging speed under system heterogeneities and stragglers, we design device selection at the gateway level and device-gateway association at the cloud level.

Federated Learning

SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge

1 code implementation24 Aug 2022 Xiaofan Yu, Yunhui Guo, Sicun Gao, Tajana Rosing

To address the challenges, we propose Self-Supervised ContrAstive Lifelong LEarning without Prior Knowledge (SCALE) which can extract and memorize representations on the fly purely from the data continuum.

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