PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration.
Ziqian ZengJianwei WangZhengdong LuHuiping ZhuangCen ChenPublished in: CoRR (2024)
Keyphrases
- privacy preserving
- language model
- privacy preserving data mining
- language modeling
- privacy requirements
- privacy preservation
- private information
- probabilistic model
- privacy concerns
- n gram
- sensitive information
- document retrieval
- preserving privacy
- vertically partitioned data
- query expansion
- differential privacy
- information retrieval
- data privacy
- privacy sensitive
- privacy protection
- retrieval model
- multi party
- personal data
- privacy issues
- privacy guarantees
- secure multiparty computation
- bayesian networks
- sensitive data
- test collection
- private data
- data anonymization
- data publishing
- data perturbation
- scalar product
- horizontally partitioned data
- location privacy
- sensitive attributes
- record linkage
- homomorphic encryption
- query terms
- smoothing methods
- user privacy
- privacy preserving classification