Gating creates slow modes and controls phase-space complexity in GRUs and LSTMs

Tankut Can, Kamesh Krishnamurthy, David J. Schwab. Gating creates slow modes and controls phase-space complexity in GRUs and LSTMs. In Jianfeng Lu 0001, Rachel Ward, editors, Proceedings of Mathematical and Scientific Machine Learning, MSML 2020, 20-24 July 2020, Princeton, NJ, USA. Volume 107 of Proceedings of Machine Learning Research, pages 476-511, PMLR, 2020. [doi]

Abstract

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