A Visual Guide to Mamba and State Space Models 一文通透想颠覆Transformer的Mamba:从SSM、S4到mamba、线性transformer(含RWKV解析)_mamba模型-CSDN博客 sonta:[线性RNN系列] Mamba: S4史诗级升级 《Mamba: Linear-Time Sequence Modeling with Selective State Spaces》阅读笔记 看图学:大模型推理加速:看图学KV Cac...
statespaceState状态空间Space空间状态马尔科夫链 系统标签: modelsstatespace空间模型lpvestimation System Identification of Linear Parameter Varying State-space Models Adrian Wills ∗ and Brett Ninness Abstract This chapter examines the estimation of multivariable linear models for which the parameters vary ...
State Space Models as Foundation Models: A Control Theoretic Overview, arXiv:2403.16899, Carmen Amo Alonso, Jerome Sieber, Melanie N. Zeilinger [Paper] A Survey on Visual Mamba, arXiv:2404.15956, Hanwei Zhang, Ying Zhu, Dan Wang, Lijun Zhang, Tianxiang Chen, Zi Ye [Paper] Mamba-360: Sur...
On the Parameterization and Initialization of Diagonal State Space Models Albert Gu, Ankit Gupta, Karan Goel, Christopher Ré Paper: https://arxiv.org/abs/2206.11893 Other variants including DSS and GSS are also supported. DSS is the predecessor to S4D that is also available in its own fork....
LINEAR STATE-SPACE MODELS AND SOLUTIONS OF THE STATE EQUATIONS BISWA NATH DATTA, in Numerical Methods for Linear Control Systems, 2004 Remark • If u(t) = 0, then x(t) = eA(t-t1)x(t1) for every t ⩾ t0 and any t1 ⩾ t0. Definition 5.3.1. The matrix eA(t-t1) is called...
To assess if the multiplexed phenotypes of single cells can explain the observed cell-to-cell variability in HSV-1 infection, we used the high-dimensional cellular state space to predict HSV-1 gene expression in single cells. Performance of multiple linear regression (MLR) models was quantified ...
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Selective State Spaces就是个扩维的Gated linear RNN,跟Linear Attention有着千丝万缕的联系。 你说State Spaces离散化我笑.jpg。首先data dependent的decay完全丧失了LTI的性质,非要叫State Space多多少少有点强行。其次个人完全不信离散化能有什么用。如果真有用,论文实现里也不至于把B的离散化直接简化成linear ...
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particularly in cases of multiple cell trajectories40. More work is warranted in the future to extend MeDuSA to model cell states on a multi-dimensional space. Fourth, a growing number of spatial transcriptomics studies have shown that cellular heterogeneity at spatial coordinates might be associated...