Abstract Recurrent models compress data and attention mechanisms capture dependencies. Attention models face quadratic complexity limits. New neural long-term memory enhances …

In this work, we present a lightweight reimple-mentation of Titans and conduct a comprehen-sive evaluation on Masked Language Model-ing, Time Series Forecasting, and Recommen-dation …

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Based on these two modules, we introduce a new family of architectures, called Titans, and present three variants to address how one can effectively incorporate memory into this …

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