Sanitizing Sentence Embeddings (and Labels) for Local Differential Privacy-Reference-Cited by-同舟云学术

Sanitizing Sentence Embeddings (and Labels) for Local Differential Privacy

Published:2023-04-30 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the ACM Web Conference 2023
language:
Short-container-title:

Author:

Du Minxin¹^ORCID,Yue Xiang²^ORCID,Chow Sherman S. M.¹^ORCID,Sun Huan²^ORCID

Affiliation:

1. Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong

2. Department of Computer Science and Engineering, The Ohio State University, USA

Funder

NSF (National Science Foundation) CAREER

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3543507.3583512

Reference66 articles.

1. Martín Abadi Andy Chu Ian J. Goodfellow H. Brendan McMahan Ilya Mironov Kunal Talwar and Li Zhang. 2016. Deep Learning with Differential Privacy. In CCS. 308–318. Martín Abadi Andy Chu Ian J. Goodfellow H. Brendan McMahan Ilya Mironov Kunal Talwar and Li Zhang. 2016. Deep Learning with Differential Privacy. In CCS. 308–318.

2. Prince Osei Aboagye Yan Zheng Chin-Chia Michael Yeh Junpeng Wang Wei Zhang Liang Wang Hao Yang and Jeff M. Phillips. 2022. Normalization of Language Embeddings for Cross-Lingual Alignment. In ICLR. 32 pages. Prince Osei Aboagye Yan Zheng Chin-Chia Michael Yeh Junpeng Wang Wei Zhang Liang Wang Hao Yang and Jeff M. Phillips. 2022. Normalization of Language Embeddings for Cross-Lingual Alignment. In ICLR. 32 pages.

3. Mário S. Alvim Konstantinos Chatzikokolakis Catuscia Palamidessi and Anna Pazii. 2018. Local Differential Privacy on Metric Spaces: Optimizing the Trade-Off with Utility. In CSF. 262–267. Mário S. Alvim Konstantinos Chatzikokolakis Catuscia Palamidessi and Anna Pazii. 2018. Local Differential Privacy on Metric Spaces: Optimizing the Trade-Off with Utility. In CSF. 262–267.

4. Miguel E. Andrés Nicolás Emilio Bordenabe Konstantinos Chatzikokolakis and Catuscia Palamidessi. 2013. Geo-indistinguishability: differential privacy for location-based systems. In CCS. 901–914. Miguel E. Andrés Nicolás Emilio Bordenabe Konstantinos Chatzikokolakis and Catuscia Palamidessi. 2013. Geo-indistinguishability: differential privacy for location-based systems. In CCS. 901–914.

5. Rohan Anil Badih Ghazi Vineet Gupta Ravi Kumar and Pasin Manurangsi. 2022. Large-Scale Differentially Private BERT. In Findings of EMNLP. 6481–6491. Rohan Anil Badih Ghazi Vineet Gupta Ravi Kumar and Pasin Manurangsi. 2022. Large-Scale Differentially Private BERT. In Findings of EMNLP. 6481–6491.

Cited by 4 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Local differential privacy and its applications: A comprehensive survey;Computer Standards & Interfaces;2024-04

2. DP-Forward: Fine-tuning and Inference on Language Models with Differential Privacy in Forward Pass;Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security;2023-11-15

3. Adapting Geo-Indistinguishability for Privacy-Preserving Collection of Medical Microdata;Electronics;2023-06-24

4. SoK: Cryptographic Neural-Network Computation;2023 IEEE Symposium on Security and Privacy (SP);2023-05