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s4 state-spaces

317

2.6k

apache-2.0

52

Structured state space sequence models

pytorch sequence-models state-space-models

Created 2021-11-03

113 commits to main branch, last one about a year ago

liquid_time_constant_networks raminmh

306

1.7k

apache-2.0

70

Code Repository for Liquid Time-Constant Networks (LTCs)

time-series deep-learning sequence-modeling state-space-models liquid-neural-networks recurrent-neural-networks

Created 2020-05-20

15 commits to master branch, last one about a year ago

dynamax probml

93

802

mit

25

A Python package for probabilistic state space modeling with JAX

jax python kalman-filter state-space-models hidden-markov-models

Created 2022-04-11

1,668 commits to main branch, last one 11 days ago

liquid-s4 raminmh

60

350

apache-2.0

15

Liquid Structural State-Space Models

time-series deep-learning neural-networks sequence-modeling state-space-models liquid-neural-networks recurrent-neural-networks

Created 2022-05-11

81 commits to main branch, last one about a year ago

awesome-ssm-ml AvivBick

30

276

mit

13

Reading list for research topics in state-space models

mamba state-space-models

Created 2023-12-24

135 commits to main branch, last one 5 days ago

StateSpaceModels.jl LAMPSPUC

27

274

mit

10

StateSpaceModels.jl is a Julia package for time-series analysis using state-space models.

sarima statistics forecasting time-series econometrics kalman-filter julia-language state-space-models time-series-analysis exponential-smoothing unobserved-components

Created 2018-01-15

569 commits to master branch, last one 28 days ago

BayesNewton AaltoML

29

232

apache-2.0

9

Bayes-Newton—A Gaussian process library in JAX, with a unifying view of approximate Bayesian inference as variants of Newton's method.

jax markov-gps sparse-gps machine-learning signal-processing gaussian-processes state-space-models approximate-bayesian-inference

Created 2021-03-19

119 commits to main branch, last one about a year ago

mamba-tabular basf

14

202

mit

6

Mambular is a Python package that simplifies tabular deep learning by providing a suite of models for regression, classification, and distributional regression tasks. It includes models such as Mambul...

Created 2024-05-03

827 commits to master branch, last one 13 days ago

tsa4 nickpoison

64

160

unknown

8

R code for Time Series Analysis and Its Applications, Ed 4

r astsa time-domain data-science em-algorithm missing-data data-analysis kalman-filter frequency-domain state-space-models time-series-analysis

Created 2016-12-01

184 commits to master branch, last one 5 months ago

ForneyLab.jl biaslab

33

149

mit

14

Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.

factor-graph bayesian-methods machine-learning state-space-models probabilistic-programming probabilistic-graphical-models

Created 2018-06-27

2,275 commits to master branch, last one about a year ago

astsa nickpoison

46

125

gpl-3.0

11

R package to accompany Time Series Analysis and Its Applications: With R Examples -and- Time Series: A Data Analysis Approach Using R

r astsa package data-science em-algorithm missing-data data-analysis dna-sequences kalman-filter state-space-models time-series-analysis

Created 2016-11-25

1,814 commits to master branch, last one a day ago

ssms_event_cameras uzh-rpg

12

104

unknown

13

[CVPR'24 Spotlight] The official implementation of "State Space Models for Event Cameras"

Created 2024-04-05

19 commits to master branch, last one 6 months ago

kalman-jax AaltoML

13

98

apache-2.0

10

Approximate inference for Markov Gaussian processes using iterated Kalman smoothing, in JAX

kalman-smoother machine-learning signal-processing gaussian-processes state-space-models approximate-bayesian-inference

Created 2020-04-03

306 commits to master branch, last one 3 years ago

RainMamba TonyHongtaoWu

5

86

mit

1

[ACM MM'24 Oral] RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining

mamba acmmm2024 restoration video-mamba vision-mamba video-deraining low-level-vision video-processing image-restoration video-enhancement video-restoration state-space-models mamba-state-space-models

Created 2024-07-30

39 commits to main branch, last one 19 days ago

StateSpaceRoutines.jl FRBNY-DSGE

33

86

bsd-3-clause

12

Package implementing common state-space routines.

filters smoother kalman-filter kalman-smoother state-space-models tempered-particle-filtering

Created 2017-02-06

488 commits to main branch, last one 2 years ago

s4-for-de-novo-drug-design molML

7

75

mit

2

The official codebase of the paper "Chemical language modeling with structured state space sequence models"

s4 chemistry deep-learning smiles-strings cheminformatics state-space-models de-novo-drug-design chemical-language-models

Created 2023-09-21

17 commits to main branch, last one 8 months ago

Recall2Imagine chandar-lab

6

63

mit

7

Recall to Imagine, a model-based RL algorithm with superhuman memory. Oral (1.2%) @ ICLR 2024

s4 s5 s6 ssm mamba deep-rl dreamer iclr2024 world-models parallel-scan model-based-rl parallel-scanning state-space-models reinforcement-learning deep-reinforcement-learning model-based-reinforcement-learning

Created 2024-03-25

2 commits to main branch, last one 10 months ago

MARSS atsa-es

28

52

gpl-3.0

5

Multivariate Autoregressive State-Space Modeling with R

cran r-package statistics time-series state-space-models multivariate-timeseries

Created 2017-03-28

1,520 commits to master branch, last one about a year ago

stretchbev kaanakan

2

43

mit

2

Official implementation of our ECCV paper "StretchBEV: Stretching Future Instance Prediction Spatially and Temporally"

vae pytorch eccv2022 stochastic segmentation deep-learning future-prediction generative-models autonomous-driving state-space-models autonomous-vehicles instance-segmentation latent-variable-models

Created 2022-07-19

5 commits to master branch, last one 2 years ago

Awesome-Mamba-in-Vision vgthengane

3

39

unlicense

2

List of papers related to State Space Models (Mamba) in Vision.

ssms mamba point-mamba vision-mamba state-space-models selective-state-space-models

Created 2024-03-13

6 commits to master branch, last one about a year ago

MambaLRP FarnoushRJ

4

38

mit

1

[NeurIPS 2024] Official implementation of the paper "MambaLRP: Explaining Selective State Space Sequence Models".

xai mamba neurips-2024 vision-mamba explainability explainable-ai interpretability machine-learning state-space-models mamba-state-space-models interpretable-machine-learning

Created 2024-05-27

23 commits to main branch, last one 5 months ago

mamba-diarization nttcslab-sp

3

35

other

5

Official repository for Mamba-based Segmentation Model for Speaker Diarization

pyannote state-space-models speaker-diarization mamba-state-space-models

Created 2024-10-10

4 commits to master branch, last one 6 months ago

odyssey VectorInstitute

13

33

apache-2.0

4

A toolkit for developing foundation models using Electronic Health Record (EHR) data.

mimic-iv healthcare transformers machine-learning foundation-models state-space-models electronic-health-record

Created 2023-12-01

524 commits to main branch, last one 14 days ago

NeuralWalker BorgwardtLab

3

29

bsd-3-clause

2

Official Pytorch implementation of NeuralWalker

random-walk graph-transformer state-space-models graph-neural-networks graph-representation-learning

Created 2024-05-31

25 commits to main branch, last one 10 months ago

Mamba-Papers HITESHLPATEL

6

26

unknown

5

Awesome Mamba Papers: A Curated Collection of Research Papers , Tutorials & Blogs

ssm llms mamba state-space-models large-language-models

Created 2024-02-06

31 commits to main branch, last one about a year ago

DenoMamba icon-lab

1

25

mit

2

Official implementation of DenoMamba: A fused state-space model for low-dose CT denoising

mamba python pytorch denoising long-range deep-learning medical-imaging sequence-models state-space-models computed-tomography low-dose-ct-denoising contextualized-representation

Created 2024-09-20

13 commits to main branch, last one 6 months ago