Qianxiu Hao

Pareto Optimality for Fairness-constrained Collaborative Filtering

2021

The well-known collaborative filtering (CF) models typically optimize a single objective summed over all historical user-item interactions. Due to inevitable imbalances and biases in real-world data, they may develop a policy that unfairly discriminates against …