Embedding Fairness through Model Editing






Researcher(s):

  1. Ambreesh P (CeRAI)
  2. Arjun Bhagoji (U Chicago)


Description:


This project aims to devise various methods to embed fairness through model editing. The first methodology involves using Model Poisoning in a federated learning setting to embed fairness. [Bhagoji et al 2019]. The second methodology involves using Causal Counterfactuals to edit representations.




Links:


  1. Bhagoji, A.N., Chakraborty, S., Mittal, P. & Calo, S.. (2019). Analyzing Federated Learning through an Adversarial Lens