3McGill University; 1Mila; 1DIRO - Université de Montréal
Meraj Hashemizadeh, Juan Ramirez, Rohan Sukumaran, Golnoosh Farnadi, Simon Lacoste-Julien, Jose Gallego-Posada
deep learning;sparsity;disparate impact;constrained optimization;pruning;fairness
Balancing Act: Constraining Disparate Impact in Sparse Models