Svetlin Penkov

Learning Programmatically Structured Representations with Perceptor Gradients

2019 · arXiv (Cornell University)

We present the perceptor gradients algorithm -- a novel approach to learning symbolic representations based on the idea of decomposing an agent's policy into i) a perceptor network extracting symbols from raw observation data and …