174 citations
- The Alan Turing InstituteGB4 papers
- University of EdinburghGB3 papers
- University of WarwickGB3 papers
- Istituto Nazionale di Fisica Nucleare, Sezione di CataniaIT2 papers
- Queen Mary University of LondonGB2 papers
- University of OxfordGB2 papers
- Aalto UniversityFI1 paper
- Asia Pacific Center for Theoretical PhysicsKR1 paper
- Budapest University of Technology and EconomicsHU1 paper
- Complexity Science HubAT1 paper
- Gatsby Charitable FoundationGB1 paper
- Gatsby Computational Neuroscience UnitGB1 paper
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stat.ML2020★ 4 cited
Target-Embedding Autoencoders for Supervised Representation Learning
Daniel Jarrett, Mihaela van der Schaar
Autoencoder-based learning has emerged as a staple for disciplining representations in unsupervised and semi-supervised settings. This paper analyzes a framework for improving gene…
stat.ML2017★ 115 cited
Grammar Variational Autoencoder
Matt J. Kusner, Brooks Paige, José Miguel Hernández-Lobato
Deep generative models have been wildly successful at learning coherent latent representations for continuous data such as video and audio. However, generative modeling of discrete…