Search Results for author: Jinqian Chen

Found 2 papers, 1 papers with code

Watch Your Head: Assembling Projection Heads to Save the Reliability of Federated Models

no code implementations26 Feb 2024 Jinqian Chen, Jihua Zhu, Qinghai Zheng, Zhongyu Li, Zhiqiang Tian

Inspired by this observation, we propose the "Assembled Projection Heads" (APH) method for enhancing the reliability of federated models.

Federated Learning

Towards Fast and Stable Federated Learning: Confronting Heterogeneity via Knowledge Anchor

1 code implementation5 Dec 2023 Jinqian Chen, Jihua Zhu, Qinghai Zheng

Assuming that all clients have a single shared sample for each class, the knowledge anchor is constructed before each local training stage by extracting shared samples for missing classes and randomly selecting one sample per class for non-dominant classes.

Federated Learning

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