I believe remote access + privacy preserving feature representation will be the solution to privacy preserving AI.
remote access
privacy preserving feature representation
- face blur
- PERSON1 served as LOCATION1 OCCUPATION1 from DATE1 to DATE2
references
I Am Not What I Write: Privacy Preserving Text Representation Learning
google/differential-privacy: Google's differential privacy libraries
Adversarial Removal of Demographic Attributes from Text Data
OpenMined/SyferText: A privacy preserving NLP framework
Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records
Privacy-preserving Neural Representations of Text
Towards Robust and Privacy-preserving Text Representations
Extracting Training Data from Large Language Models
How to keep sensitive data out of your chatbots | Google Cloud Blog
