no code implementations • 5 Sep 2022 • Ramit Sawhney, Atula Tejaswi Neerkaje, Ivan Habernal, Lucie Flek
Clinical NLP tasks such as mental health assessment from text, must take social constraints into account - the performance maximization must be constrained by the utmost importance of guaranteeing privacy of user data.
1 code implementation • NAACL (PrivateNLP) 2022 • Victor Petrén Bach Hansen, Atula Tejaswi Neerkaje, Ramit Sawhney, Lucie Flek, Anders Søgaard
The performance cost of differential privacy has, for some applications, been shown to be higher for minority groups; fairness, conversely, has been shown to disproportionally compromise the privacy of members of such groups.