Enabling Collaborative Test-Time Adaptation in Dynamic Environment via Federated Learning

Author:

Zhang Jiayuan1ORCID,Liu Xuefeng2ORCID,Zhang Yukang3ORCID,Zhu Guogang1ORCID,Niu Jianwei2ORCID,Tang Shaojie4ORCID

Affiliation:

1. State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University, Beijing, China

2. State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University & Zhongguancun Laboratory, Beijing, China

3. Shenzhen International Graduate School, Tsinghua University, Beijing, China

4. Jindal School of Management, The University of Texas at Dallas, Richardson, TX, USA

Funder

the National Natural Science Foundation of China

Publisher

ACM

Reference48 articles.

1. Wenxuan Bao, Tianxin Wei, Haohan Wang, and Jingrui He. 2023. Adaptive Test-Time Personalization for Federated Learning. In Thirty-seventh Conference on Neural Information Processing Systems.

2. Large-Scale Machine Learning with Stochastic Gradient Descent

3. Contrastive Test-Time Adaptation

4. Francesco Croce, Maksym Andriushchenko, Vikash Sehwag, Edoardo Debenedetti, Nicolas Flammarion, Mung Chiang, Prateek Mittal, and Matthias Hein. 2021. RobustBench: a standardized adversarial robustness benchmark. In Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track. https://openreview.net/forum?id=SSKZPJCt7B

5. Decorate the Newcomers: Visual Domain Prompt for Continual Test Time Adaptation

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