Index Catalog // ScholarsArchive@OSU

Start Over

Filtering by: Creator Arthur, Samuel Codjoe Committee Member Tadepalli, Prasad Contributor Fern, Alan P.

Re-understanding Finite-State Representations of Recurrent Policy Networks

Creator:

Danesh, Mohamad H.

Abstract:

We propose an approach for understanding control policies represented as recurrent neural networks. Recent work has approached this problem by transforming such recurrent policy networks into finite-state machines (FSM) and then analyzing the equivalent minimized FSM. While this led to interesting insights, the minimization process can obscure a deeper understanding...

Resource Type:

Masters Thesis