Shuangtong Li

2 accepted papers

2023

Structured Cooperative Learning with Graphical Model Priors

Shuangtong Li, Tianyi Zhou, Xinmei Tian, Dacheng Tao

ICML 2023poster

We study how to train personalized models for different tasks on decentralized devices with limited local data. We propose "Structured Cooperative Learning (SCooL)", in which a cooperation graph across devices is generated by a graphical model prior to automatically coordinate mutual learning betwee…

Cited by 1 Source ↗PDF ↗code ↗Scholar ↗

2022

Learning To Collaborate in Decentralized Learning of Personalized Models

Shuangtong Li, Tianyi Zhou, Xinmei Tian, Dacheng Tao

CVPR 2022poster

Learning personalized models for user-customized computer-vision tasks is challenging due to the limited private-data and computation available on each edge device. Decentralized learning (DL) can exploit the images distributed over devices on a network topology to train a global model but is not de…

Cited by 70 PDF ↗Scholar ↗