no code implementations • 23 Oct 2021 • Linh Tran, Amir Hosein Khasahmadi, Aditya Sanghi, Saeid Asgari
Learning interpretable and human-controllable representations that uncover factors of variation in data remains an ongoing key challenge in representation learning.
no code implementations • 1 Jan 2021 • Saeid Asgari, Kristy Choi, Amir Hosein Khasahmadi, Anirudh Goyal
A fundamental challenge in artificial intelligence is learning useful representations of data that yield good performance on a downstream classification task, without overfitting to spurious input features.