如此,S4的定义就出来了:序列的结构化状态空间——Structured State Space for Sequences,一类可以有效处理长序列的 SSM(S4所对应的论文为:Efficiently Modeling Long Sequences with Structured State Spaces) 参考博客: Albert Gu本人的scratch tuturial 很详细 csdn某大佬总结 论文: S4 HiPPO 本文使用 Zhihu On VSCod...
学习Mamba之前呢,不妨了解一下S4,他们都有一个共同的作者Albert Gu 。 State Space Model 首先,state space model可以定义成下式 x′(t)=Ax(t)+Bu(t)y(t)=Cx(t)+Du(t) 其中x是state vector, u为input,y为output,D视为0矩阵。 在文章中,作者利用bilinear method做discretization(涉及到解微分方程和一...
Mamba 超超超详细解说 |3、S4 :Structured State Spaces for Sequences, 视频播放量 260、弹幕量 0、点赞数 7、投硬币枚数 2、收藏人数 5、转发人数 0, 视频作者 Enzo_Mi, 作者简介 Be Aggressive,相关视频:AI for Economists (7): 如何使用机器学习进行实证研究,Diffu
Here, we introduce a recent deep learning architecture, termed Structured StateSpace Sequence (S4) model, into de novo drug design. In addition to its unprecedented performance in various fields, S4 has shown remarkable capabilities to learn the global properties of sequences. This aspect is ...
Structured state space sequence models. Contribute to stash-196/research-s4 development by creating an account on GitHub.
We propose the Structured State Space sequence model (S4) based on a new parameterization for the SSM, and show that it can be computed much more efficiently than prior approaches while preserving their theoretical strengths. Our technique involves conditioning A with a low-rank correction, ...
configs/model/README.md configs/experiment/README.md sashimi/README.md Citation If you use this codebase, or otherwise found our work valuable, please cite: @article{gu2022s4d, title={On the Parameterization and Initialization of Diagonal State Space Models}, author={Gu, Albert and Gupta, ...
We propose the Structured State Space sequence model (S4) based on a new parameterization for the SSM, and show that it can be computed much more efficiently than prior approaches while preserving their theoretical strengths. Our technique involves conditioning \( A \) with a low-rank ...
Diagonal State Spaces are as Effective as Structured State Spaces for NeurIPS 2022 by Ankit Gupta et al.
The further challenge is to structure light by simultaneously combining more DoFs, for example, a “flying doughnut” pulse as a recent state-of-the-art with a beautiful electromagnetic toroidal configuration in space-time (Fig. 2f), which was observed in an experiment very recently26. The ...