no code implementations • ICLR 2019 • Alexander Tong, David van Dijk, Jay Stanley, Guy Wolf, Smita Krishnaswamy
First, we show a synthetic example that the graph-structured layer can reveal topological features of the data.
no code implementations • NeurIPS 2018 • Ofir Lindenbaum, Jay Stanley, Guy Wolf, Smita Krishnaswamy
We propose a new type of generative model for high-dimensional data that learns a manifold geometry of the data, rather than density, and can generate points evenly along this manifold.