Loading [a11y]/accessibility-menu.js
LSTM with working memory | IEEE Conference Publication | IEEE Xplore

LSTM with working memory


Abstract:

Previous RNN architectures have largely been superseded by LSTM, or “Long Short-Term Memory”. Since its introduction, there have been many variations on this simple desig...Show More

Abstract:

Previous RNN architectures have largely been superseded by LSTM, or “Long Short-Term Memory”. Since its introduction, there have been many variations on this simple design. However, it is still widely used and we are not aware of a gated-RNN architecture that outperforms LSTM in a broad sense while still being as simple and efficient. In this paper we propose a modified LSTM-like architecture. Our architecture is still simple and achieves better performance on the tasks that we tested on. We also introduce a new RNN performance benchmark that uses the handwritten digits and stresses several important network capabilities.
Date of Conference: 14-19 May 2017
Date Added to IEEE Xplore: 03 July 2017
ISBN Information:
Electronic ISSN: 2161-4407
Conference Location: Anchorage, AK, USA

Contact IEEE to Subscribe

References

References is not available for this document.