Search Constraints

Start Over
Filtering by: Creator Evers, David C. Remove constraint Creator: Evers, David C. Committee Member Tadepalli, Prasad Remove constraint Committee Member: Tadepalli, Prasad Contributor Fern, Alan P. Remove constraint Contributor: Fern, Alan P.

Search Results

  • 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
    Full Text:
    finite states and observations. c) Interpretable reductions (Section 3.3.1) are applied to the MM