1 code implementation • 16 Mar 2023 • Michael Zhang, Khaled K. Saab, Michael Poli, Tri Dao, Karan Goel, Christopher Ré
For expressivity, we propose a new SSM parameterization based on the companion matrix -- a canonical representation for discrete-time processes -- which enables SpaceTime's SSM layers to learn desirable autoregressive processes.
2 code implementations • 28 Dec 2022 • Tri Dao, Daniel Y. Fu, Khaled K. Saab, Armin W. Thomas, Atri Rudra, Christopher Ré
First, we use synthetic language modeling tasks to understand the gap between SSMs and attention.
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Language Modelling
on WikiText-103
(using extra training data)
1 code implementation • 21 Nov 2022 • Siyi Tang, Jared A. Dunnmon, Liangqiong Qu, Khaled K. Saab, Christopher Lee-Messer, Daniel L. Rubin
Multivariate signals are prevalent in various domains, such as healthcare, transportation systems, and space sciences.