1 code implementation • 30 Jan 2023 • Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
This paper considers the learning of logical (Boolean) functions with focus on the generalization on the unseen (GOTU) setting, a strong case of out-of-distribution generalization.
1 code implementation • 26 May 2022 • Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang
More generally, the paper considers the learning of logical functions with gradient descent (GD) on neural networks.
1 code implementation • 1 Feb 2021 • Sina Hajimiri, Aryo Lotfi, Mahdieh Soleymani Baghshah
We address this problem by proposing a framework capable of disentangling class-related and class-independent factors of variation in data.