Mamba模型采用结构化状态空间模型（Structured State Space Models，SSSM）作为其基础，通过动态调整模型内部状态的传播和遗忘机制，以有效处理序列数据。与传统的Transformer模型相比，Mamba模型的一个显著特点是其线性时间复杂度，这使得模型能够高效处理长序列数据，而不会因序列长度增加而显著增加
如线性注意力、门控卷积和循环模型，以及结构化状态空间模型（structured state space models，SSM），已经...
Section 2 State Space Models 状态空间模型 结构化状态空间序列模型(Structured state space sequence models,S4)是最近一类用于深度学习的序列模型,与 RNN、CNN 和经典状态空间模型广泛相关。它们受到一个特定连续系统 (1) 的启发,该系统通过一个隐含的潜在状态h(t)∈RNh(t)∈RN映射一个一维函数或序列x(t)∈R...
In this report, we identify the inability of these models to perform content-based reasoning as a key weakness and focus on Mamba, a novel neural network architecture that integrates selective structured state space models (SSMs) to address this limitation....
Mamba (Structured state space sequence models with selection mechanism and scan module, S6) has achieved remarkable success in sequence modeling tasks. This paper proposes a Mamba-based model to predict the stock price. Requirements The code has been tested running under Python 3.7.4, with the fo...
Radiative cooling is a zero-energy technology that enables subambient cooling by emitting heat into outer space (~3 K) through the atmospheric transparent windows. However, existing designs typically focus only on the main atmospheric transparent wind
Semantic spaceArgument visual states are helpful for detecting structured components of events in videos, and existing methods tend to use object detectors to generate their candidates. However, directly leveraging object features captured by bounding boxes overlooks a deep understanding of object relations...
Pt/Al2O3 sample shows three main peaks from 1.7 to 3.2 Å in the R-space Fourier transform EXAFS, which is attributed to the Pt– Pt scattering of the first nearest shell. The Pt–Pt scattering peaks are not observed in the PtSnZn/Al2O3 sample, indicating that the Pt atoms are ...
S4: Efficiently Modeling Long Sequences with Structured State Spaces HiPPO: Recurrent Memory with Optimal Polynomial Projections deephub:Mamba详细介绍和RNN、Transformer的架构可视化对比 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...
状态空间模型（State Space Models，简称SSM）在控制理论中传统用于通过状态变量对动态系统建模。Aaron R....