PSLF: Defending Against Label Leakage in Split Learning

Author:

Wan Xinwei1ORCID,Sun Jiankai2ORCID,Wang Shengjie2ORCID,Chen Lei3ORCID,Zheng Zhenzhe1ORCID,Wu Fan1ORCID,Chen Guihai1ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Bytedance Inc., Seattle, USA

3. Bytedance Inc., San Jose, USA

Funder

China NSF grant

Shanghai Science and Technology fund

National Key R&D Program of China

Publisher

ACM

Reference40 articles.

1. Walaa Alnasser , Ghazaleh Beigi , Ahmadreza Mosallanezhad , and Huan Liu . 2022 . PPSL: Privacy-Preserving Text Classification for Split Learning. In 4th International Conference on Data Intelligence and Security. 160--167 . Walaa Alnasser, Ghazaleh Beigi, Ahmadreza Mosallanezhad, and Huan Liu. 2022. PPSL: Privacy-Preserving Text Classification for Split Learning. In 4th International Conference on Data Intelligence and Security. 160--167.

2. Arwa Alromih , John A. Clark , and Prosanta Gope . 2022. Privacy-Aware Split Learning Based Energy Theft Detection for Smart Grids . In Information and Communications Security - 24th International Conference. 281--300. Arwa Alromih, John A. Clark, and Prosanta Gope. 2022. Privacy-Aware Split Learning Based Energy Theft Detection for Smart Grids. In Information and Communications Security - 24th International Conference. 281--300.

3. Avazu. 2015. Avazu click-through rate prediction. https://www.kaggle.com/c/ avazu-ctr-prediction/data. Avazu. 2015. Avazu click-through rate prediction. https://www.kaggle.com/c/ avazu-ctr-prediction/data.

4. Efficient and Private ECG Classification on the Edge Using a Modified Split Learning Mechanism

5. Yuanqin Cai and Tongquan Wei . 2022 . Efficient Split Learning with Non-iid Data. In 23rd IEEE International Conference on Mobile Data Management. 128--136 . Yuanqin Cai and Tongquan Wei. 2022. Efficient Split Learning with Non-iid Data. In 23rd IEEE International Conference on Mobile Data Management. 128--136.

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