Model-Agnostic Characterization of Fairness Trade-offs

no code implementations • ICML 2020 • Joon Kim, Jiahao Chen, Ameet Talwalkar

There exist several inherent trade-offs while designing a fair model, such as those between the model’s predictive accuracy and fairness, or even among different notions of fairness.

Fairness

PLLay: Efficient Topological Layer based on Persistent Landscapes

1 code implementation • NeurIPS 2020 • Kwangho Kim, Jisu Kim, Manzil Zaheer, Joon Kim, Frederic Chazal, Larry Wasserman

We propose PLLay, a novel topological layer for general deep learning models based on persistence landscapes, in which we can efficiently exploit the underlying topological features of the input data structure.