Episodic Memory Theory of Recurrent Neural Networks: Insights into Long-Term Information Storage and Manipulation

Arjun Karuvally, Peter DelMastro, Hava T. Siegelmann. Episodic Memory Theory of Recurrent Neural Networks: Insights into Long-Term Information Storage and Manipulation. In Timothy Doster, Tegan Emerson, Henry Kvinge, Nina Miolane, Mathilde Papillon, Bastian Rieck, Sophia Sanborn, editors, Topological, Algebraic and Geometric Learning Workshops 2023, 28 July 2023, Honolulu, HI, USA. Volume 221 of Proceedings of Machine Learning Research, pages 371-383, PMLR, 2023. [doi]

Abstract

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