Benchmarking Differential Privacy and Federated Learning for BERT Models. (arXiv:2106.13973v2 [cs.CL] UPDATED)

Natural Language Processing (NLP) techniques can be applied to help with the
diagnosis of medical conditions such as depression, using a collection of a
person's utterances. Depression is a serious medical illness that can have
adverse effects on how one feels, thinks, and acts, which can lead to emotional
and physical problems. Due to the sensitive nature of such data, privacy
measures need to be taken for handling and training models with such data. In
this work, we study the …

differential privacy privacy