Antonio Torralba

Skip-Thought Vectors

2015 · arXiv (Cornell University)

We describe an approach for unsupervised learning of a generic, distributed sentence encoder. Using the continuity of text from books, we train an encoder-decoder model that tries to reconstruct the surrounding sentences of an encoded …

VirtualHome: Simulating Household Activities Via Programs

2018

In this paper, we are interested in modeling complex activities that occur in a typical household. We propose to use programs, i.e., sequences of atomic actions and interactions, as a high level representation of complex …