Ontology highlight
ABSTRACT:
SUBMITTER: Chen J
PROVIDER: S-EPMC7494201 | biostudies-literature | 2020 Feb
REPOSITORIES: biostudies-literature
Chen Junxiang J Batmanghelich Kayhan K
Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence 20200201 4
Recently, researches related to unsupervised disentanglement learning with deep generative models have gained substantial popularity. However, without introducing supervision, there is no guarantee that the factors of interest can be successfully recovered (Locatello et al. 2018). Motivated by a real-world problem, we propose a setting where the user introduces weak supervision by providing similarities between instances based on a factor to be disentangled. The similarity is provided as either ...[more]