state-space-models

There are 4 repositories under state-space-models topic.

state-spaces / s4
Structured state space sequence models
state-space-models sequence-models pytorch
Language:Jupyter Notebook 2722
raminmh / liquid_time_constant_networks
Code Repository for Liquid Time-Constant Networks (LTCs)
deep-learning liquid-neural-networks recurrent-neural-networks sequence-modeling state-space-models time-series
Language:Python 1728
probml / dynamax
A Python package for probabilistic state space modeling with JAX
hidden-markov-models jax kalman-filter python state-space-models
Language:Python 799
raminmh / liquid-s4
Liquid Structural State-Space Models
deep-learning neural-networks recurrent-neural-networks sequence-modeling state-space-models time-series liquid-neural-networks
Language:Python 371
AvivBick / awesome-ssm-ml
Reading list for research topics in state-space models
mamba state-space-models
276
LAMPSPUC / StateSpaceModels.jl
StateSpaceModels.jl is a Julia package for time-series analysis using state-space models.
state-space-models time-series kalman-filter julia-language statistics forecasting econometrics sarima time-series-analysis unobserved-components exponential-smoothing
Language:Julia 274
AaltoML / BayesNewton
Bayes-Newton—A Gaussian process library in JAX, with a unifying view of approximate Bayesian inference as variants of Newton's method.
machine-learning signal-processing gaussian-processes state-space-models approximate-bayesian-inference jax sparse-gps markov-gps
Language:Python 232
basf / mamba-tabular
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 Mambular, TabM, FT-Transformer, TabulaRNN, TabTransformer, and tabular ResNets.
classification deeplearning distributional-regression ft-transformer mamba node piecewise-linear-encoding ple preprocessing regression resnet rnn saint ssm state-space-models tabm tabtransformer tabular tabular-deep-learning tabular-learning
Language:Python 202
nickpoison / tsa4
R code for Time Series Analysis and Its Applications, Ed 4
astsa time-series-analysis r data-science data-analysis state-space-models kalman-filter em-algorithm frequency-domain missing-data time-domain
161
biaslab / ForneyLab.jl
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
bayesian-methods machine-learning factor-graph probabilistic-graphical-models probabilistic-programming state-space-models
Language:Julia 149
nickpoison / astsa
R package to accompany Time Series Analysis and Its Applications: With R Examples -and- Time Series: A Data Analysis Approach Using R
time-series-analysis astsa data-analysis data-science dna-sequences state-space-models kalman-filter em-algorithm package r missing-data
Language:R 132
uzh-rpg / ssms_event_cameras
[CVPR'24 Spotlight] The official implementation of "State Space Models for Event Cameras"
deep-learning deep-neural-networks event-camera event-cameras machine-learning machine-learning-algorithms neuromorphic recurrent-neural-networks rnn rnn-pytorch rnns ssm ssms state-space-model state-space-models state-space-representation transformer transformers vision-transformer spotlight
Language:Python 102
AaltoML / kalman-jax
Approximate inference for Markov Gaussian processes using iterated Kalman smoothing, in JAX
gaussian-processes state-space-models approximate-bayesian-inference kalman-smoother machine-learning signal-processing
Language:Jupyter Notebook 98
FRBNY-DSGE / StateSpaceRoutines.jl
Package implementing common state-space routines.
tempered-particle-filtering state-space-models smoother filters kalman-filter kalman-smoother
Language:Julia 86
TonyHongtaoWu / RainMamba
[ACM MM'24 Oral] RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining
acmmm2024 mamba mamba-state-space-models state-space-models video-deraining video-processing vision-mamba video-restoration low-level-vision video-enhancement video-mamba image-restoration restoration
Language:Python 85
molML / s4-for-de-novo-drug-design
The official codebase of the paper "Chemical language modeling with structured state space sequence models"
chemical-language-models cheminformatics chemistry de-novo-drug-design deep-learning s4 smiles-strings state-space-models
Language:HTML 74
chandar-lab / Recall2Imagine
Recall to Imagine, a model-based RL algorithm with superhuman memory. Oral (1.2%) @ ICLR 2024
dreamer iclr2024 model-based-reinforcement-learning model-based-rl reinforcement-learning state-space-models deep-reinforcement-learning deep-rl s4 ssm world-models mamba parallel-scan parallel-scanning s5 s6
Language:Python 63
MARSS
atsa-es / MARSS
Multivariate Autoregressive State-Space Modeling with R
cran multivariate-timeseries r-package state-space-models statistics time-series
Language:R 52
kaanakan / stretchbev
Official implementation of our ECCV paper "StretchBEV: Stretching Future Instance Prediction Spatially and Temporally"
autonomous-driving autonomous-vehicles deep-learning eccv2022 future-prediction generative-models instance-segmentation latent-variable-models pytorch segmentation state-space-models stochastic vae
Language:Python 43
ianjonsen / aniMotum
fit latent variable movement models to animal tracking data
animal-movement animal-tracking r-package random-effects-model state-space-models tmb
Language:HTML 39
vgthengane / Awesome-Mamba-in-Vision
List of papers related to State Space Models (Mamba) in Vision.
mamba point-mamba selective-state-space-models ssms state-space-models vision-mamba
39
FarnoushRJ / MambaLRP
[NeurIPS 2024] Official implementation of the paper "MambaLRP: Explaining Selective State Space Sequence Models".
explainability explainable-ai interpretability interpretable-machine-learning machine-learning mamba mamba-state-space-models neurips-2024 state-space-models vision-mamba xai
Language:Python 38
nttcslab-sp / mamba-diarization
Official repository for Mamba-based Segmentation Model for Speaker Diarization
mamba-state-space-models pyannote speaker-diarization state-space-models
Language:Python 34
VectorInstitute / odyssey
A toolkit for developing foundation models using Electronic Health Record (EHR) data.
electronic-health-record foundation-models mimic-iv transformers state-space-models healthcare machine-learning
Language:Python 32
weitunglin / pixmamba
Official code for PixMamba
state-space-models underwater-image-enhancement
Language:Jupyter Notebook 32
BorgwardtLab / NeuralWalker
Official Pytorch implementation of NeuralWalker
graph-neural-networks graph-representation-learning graph-transformer random-walk state-space-models
Language:Python 29
icon-lab / DenoMamba
Official implementation of DenoMamba: A fused state-space model for low-dose CT denoising
computed-tomography contextualized-representation deep-learning denoising long-range low-dose-ct-denoising mamba medical-imaging python pytorch sequence-models state-space-models
Language:Python 29
HITESHLPATEL / Mamba-Papers
Awesome Mamba Papers: A Curated Collection of Research Papers , Tutorials & Blogs
mamba state-space-models large-language-models llms ssm
26
icon-lab / MambaRoll
Official implementation of MambaRoll: A Physics-Driven Autoregressive State Space Model for Medical Image Reconstruction (https://arxiv.org/abs/2412.09331)
autoregressive deep-learning deep-neural-networks image-reconstruction mamba medical-imaging next-scale-prediction python pytorch sequence-models state-space-models unrolled-reconstruction-algorithm
Language:Python 18
AdrienCorenflos / particle_mala
Gradient-informed particle MCMC methods
mcmc particle-filter particle-mcmc sequential-monte-carlo smc state-space-models
Language:Python 12
B-Paweekorn / Reaction-wheel-inverted-pendulum
Simulates the dynamics of a Reaction Wheel Inverted Pendulum with python.
control-systems dynamics inverted-pendulum lqr pygame python robotics simulation pid-control state-space-models
Language:Python 10
gionikola / DynamicFactorModeling.jl
Julia package for simulating and estimating multi-level/hierarchical dynamic factor models (HDFMs).
julia econometrics statistics state-space-models forecasting nowcasting factor-models time-series
Language:Julia 7
hanyas / second-order-smoothers
Second-order iterated smoothing algorithms for state estimation
batch-optimization gauss-newton kalman-filter kalman-smoother newtons-method rts-smoother sparse-optimization recursive-algorithms trust-region-optimization state-estimation state-space-models
Language:Python 6
hanyas / wasserstein-flow-filter
Variational Filtering via Wasserstein Gradient Flow
gradient-flow kalman-filtering state-estimation state-space-models variational-inference wasserstein-distance
Language:Python 6
silvanmelchior / CBF-SSM
Official implementation of the CBF-SSM model
gaussian-processes machine-learning state-space-models variational-inference
Language:Python 6
DiffEqML / deep-signal-processing
Accompanying notebook guides for the deep signal processing notes [TBA].
convolution deep-learning fourier-transform frequency-domain long-sequence signal-processing state-space-models transfer-functions
Language:Jupyter Notebook 5

state-space-models

state-spaces / s4

raminmh / liquid_time_constant_networks

probml / dynamax

raminmh / liquid-s4

AvivBick / awesome-ssm-ml

LAMPSPUC / StateSpaceModels.jl

AaltoML / BayesNewton

basf / mamba-tabular

nickpoison / tsa4

biaslab / ForneyLab.jl

nickpoison / astsa

uzh-rpg / ssms_event_cameras

AaltoML / kalman-jax

FRBNY-DSGE / StateSpaceRoutines.jl

TonyHongtaoWu / RainMamba

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

chandar-lab / Recall2Imagine

atsa-es / MARSS

kaanakan / stretchbev

ianjonsen / aniMotum

vgthengane / Awesome-Mamba-in-Vision

FarnoushRJ / MambaLRP

nttcslab-sp / mamba-diarization

VectorInstitute / odyssey

weitunglin / pixmamba

BorgwardtLab / NeuralWalker

icon-lab / DenoMamba

HITESHLPATEL / Mamba-Papers

icon-lab / MambaRoll

AdrienCorenflos / particle_mala

B-Paweekorn / Reaction-wheel-inverted-pendulum

gionikola / DynamicFactorModeling.jl

hanyas / second-order-smoothers

hanyas / wasserstein-flow-filter

silvanmelchior / CBF-SSM

DiffEqML / deep-signal-processing