1 code implementation • 7 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.
1 code implementation • 17 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.
1 code implementation • 24 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.