GitHub topics: state-space-models
AvivBick/awesome-ssm-ml
Reading list for research topics in state-space models
Size: 122 KB - Last synced at: about 12 hours ago - Pushed at: 12 days ago - Stars: 277 - Forks: 30
halilvibrahim/stock_movement
Stock Movement Prediction Using Mamba And Ensemble Learning
Language: Jupyter Notebook - Size: 176 MB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 2 - Forks: 0
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.
Language: Python - Size: 8.99 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 202 - Forks: 14
VectorInstitute/odyssey
A toolkit for developing foundation models using Electronic Health Record (EHR) data.
Language: Python - Size: 101 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 34 - Forks: 13
nickpoison/astsa
R package to accompany Time Series Analysis and Its Applications: With R Examples -and- Time Series: A Data Analysis Approach Using R
Language: R - Size: 82.2 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 125 - Forks: 46
probml/dynamax
A Python package for probabilistic state space modeling with JAX
Language: Python - Size: 239 MB - Last synced at: 7 days ago - Pushed at: 18 days ago - Stars: 802 - Forks: 93
state-spaces/s4
Structured state space sequence models
Language: Jupyter Notebook - Size: 42.2 MB - Last synced at: 7 days ago - Pushed at: 9 months ago - Stars: 2,606 - Forks: 318
raminmh/liquid_time_constant_networks
Code Repository for Liquid Time-Constant Networks (LTCs)
Language: Python - Size: 3.87 MB - Last synced at: 10 days ago - Pushed at: 11 months ago - Stars: 1,647 - Forks: 305
ozyurtf/truck-backer-upper
Development of a model that enables a simulated truck to autonomously reverse to a target position from any starting point.
Language: Python - Size: 33.4 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0
uzh-rpg/gg_ssms
[CVPR'25] The official implementation of "GG-SSMs: Graph-Generating State Space Models"
Language: Python - Size: 1.17 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 0 - Forks: 0
raminmh/liquid-s4
Liquid Structural State-Space Models
Language: Python - Size: 2.12 MB - Last synced at: 16 days ago - Pushed at: about 1 year ago - Stars: 345 - Forks: 60
deepbiolab/mamba-in-depth
A comprehensive learning guide for understanding S4 (Structured State Space Sequence Model) and Mamba architectures, from fundamentals through implementation, with curated resources and hands-on examples.
Language: Jupyter Notebook - Size: 9.59 MB - Last synced at: 7 days ago - Pushed at: 21 days ago - Stars: 0 - Forks: 0
ianjonsen/aniMotum
fit latent variable movement models to animal tracking data
Language: HTML - Size: 191 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 39 - Forks: 15
uzh-rpg/ssms_event_cameras
[CVPR'24 Spotlight] The official implementation of "State Space Models for Event Cameras"
Language: Python - Size: 591 KB - Last synced at: 22 days ago - Pushed at: 7 months ago - Stars: 101 - Forks: 11
TonyHongtaoWu/RainMamba
[ACM MM'24 Oral] RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining
Language: Python - Size: 37.1 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 78 - Forks: 5
icon-lab/MambaRoll
Official implementation of MambaRoll: A Physics-Driven Autoregressive State Space Model for Medical Image Reconstruction (https://arxiv.org/abs/2412.09331)
Language: Python - Size: 318 KB - Last synced at: 15 days ago - Pushed at: 2 months ago - Stars: 16 - Forks: 1
BenRickard16/Spatio-Temporal_Statistics-IV
All of my R code from the Uncertainty Quantification IV module at Durham University
Language: R - Size: 4.58 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
LAMPSPUC/StateSpaceModels.jl
StateSpaceModels.jl is a Julia package for time-series analysis using state-space models.
Language: Julia - Size: 10.5 MB - Last synced at: 13 days ago - Pushed at: about 1 month ago - Stars: 274 - Forks: 26
BorgwardtLab/NeuralWalker
Official Pytorch implementation of NeuralWalker
Language: Python - Size: 26.1 MB - Last synced at: 7 days ago - Pushed at: 11 months ago - Stars: 29 - Forks: 3
weitunglin/pixmamba Fork of MzeroMiko/VMamba
Official code for PixMamba
Language: Jupyter Notebook - Size: 35.4 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 28 - Forks: 4
biaslab/ForneyLab.jl
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
Language: Julia - Size: 33.3 MB - Last synced at: 8 days ago - Pushed at: almost 2 years ago - Stars: 149 - Forks: 33
kaanakan/stretchbev
Official implementation of our ECCV paper "StretchBEV: Stretching Future Instance Prediction Spatially and Temporally"
Language: Python - Size: 156 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 43 - Forks: 2
DiffEqML/deep-signal-processing
Accompanying notebook guides for the deep signal processing notes [TBA].
Language: Jupyter Notebook - Size: 1.51 MB - Last synced at: 21 days ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 2
FRBNY-DSGE/StateSpaceRoutines.jl
Package implementing common state-space routines.
Language: Julia - Size: 21.5 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 86 - Forks: 33
Beliavsky/TimeSeriesAnalysisBooks
List of books on time series analysis, with links to code where available
Size: 249 KB - Last synced at: 15 days ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0
atsa-es/MARSS
Multivariate Autoregressive State-Space Modeling with R
Language: R - Size: 78 MB - Last synced at: 11 days ago - Pushed at: about 1 year ago - Stars: 52 - Forks: 28
AaltoML/BayesNewton
Bayes-Newton—A Gaussian process library in JAX, with a unifying view of approximate Bayesian inference as variants of Newton's method.
Language: Python - Size: 1.34 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 228 - Forks: 28
jonny-so/slds-jax
Switching linear dynamical systems (SLDS) models in JAX
Language: Python - Size: 640 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0
AaltoML/kalman-jax
Approximate inference for Markov Gaussian processes using iterated Kalman smoothing, in JAX
Language: Jupyter Notebook - Size: 17.8 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 96 - Forks: 13
nickpoison/tsa4
R code for Time Series Analysis and Its Applications, Ed 4
Size: 229 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 158 - Forks: 65
FarnoushRJ/MambaLRP
[NeurIPS 2024] Official implementation of the paper "MambaLRP: Explaining Selective State Space Sequence Models".
Language: Python - Size: 7.5 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 27 - Forks: 3
yukai-yang/SMFilter
an R package implementing the filtering algorithms for the state-space models on the Stiefel manifold
Language: R - Size: 400 KB - Last synced at: 25 days ago - Pushed at: over 6 years ago - Stars: 2 - Forks: 0
burkh4rt/Multimodal-Trajectory-Modeling
Code supplement for "Unsupervised multimodal modeling of cognitive and brain health trajectories for early dementia prediction"
Language: Python - Size: 153 KB - Last synced at: 10 days ago - Pushed at: 11 months ago - Stars: 3 - Forks: 1
molML/s4-for-de-novo-drug-design
The official codebase of the paper "Chemical language modeling with structured state space sequence models"
Language: HTML - Size: 27.4 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 41 - Forks: 3
kmheckel/Q-S5
A Fully Quantized SSM Implementation
Language: Jupyter Notebook - Size: 4.64 MB - Last synced at: about 18 hours ago - Pushed at: 10 months ago - Stars: 2 - Forks: 1
hanyas/second-order-smoothers
Second-order iterated smoothing algorithms for state estimation
Language: Python - Size: 23.4 MB - Last synced at: 6 months ago - Pushed at: 11 months ago - Stars: 5 - Forks: 0
afairless/kalman_filter
Translating between two sets of notation for Kalman filters
Language: HTML - Size: 319 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0
vgthengane/Awesome-Mamba-in-Vision
List of papers related to State Space Models (Mamba) in Vision.
Size: 5.86 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 0
HITESHLPATEL/Mamba-Papers
Awesome Mamba Papers: A Curated Collection of Research Papers , Tutorials & Blogs
Size: 370 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 15 - Forks: 3
DiffusionMamba/DiM
Official Codebase of "Scaling Diffusion Mamba for Efficient Image Generation"
Size: 4.88 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
silvanmelchior/CBF-SSM
Official implementation of the CBF-SSM model
Language: Python - Size: 99.6 KB - Last synced at: 18 days ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1
AdrienCorenflos/particle_mala
Gradient-informed particle MCMC methods
Language: Python - Size: 1.51 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0
imrajjain/CH3050-Assignments
This repository contains assignments code and reports of CH3050 Process Dynamics and Control course at IIT MADRAS in Autumn 2020 Semester
Language: MATLAB - Size: 9.17 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1
qntwrsm/StateSpace.jl
Provides methods for a linear Gaussian State Space model such as filtering (Kalman filter), smoothing (Kalman smoother), forecasting, likelihood evaluation, and estimation of hyperparameters (Maximum Likelihood, Expectation-Maximization (EM), and Expectation-Conditional Maximization (ECM), w/ and w/o penalization)
Language: Julia - Size: 251 KB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0
B-Paweekorn/Reaction-wheel-inverted-pendulum
Simulates the dynamics of a Reaction Wheel Inverted Pendulum with python.
Language: Python - Size: 910 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1
gionikola/DynamicFactorModeling.jl
Julia package for simulating and estimating multi-level/hierarchical dynamic factor models (HDFMs).
Language: Julia - Size: 625 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 1
icmoore/ssmodels
[R Programming] Time series package for state space models
Language: R - Size: 12.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1
hanyas/wasserstein-flow-filter
Variational Filtering via Wasserstein Gradient Flow
Language: Python - Size: 88.9 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 4 - Forks: 1
AMDonati/backward-IS
Code for the paper "Backward importance sampling for online estimation of state space models"
Language: Python - Size: 12.8 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0
adrian-io/sarimax-conflict-forecast
Development of An Automated Conflict Prediction System by State Space ARIMA Methods
Language: Jupyter Notebook - Size: 269 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
elmarmertens/em-fortranbox
elmar mertens fortran toolboxes
Language: Fortran - Size: 217 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 2
wmkouw/GFX
ForneyLab.jl factor node for generalised filtering with exogenous input.
Language: Jupyter Notebook - Size: 629 KB - Last synced at: 17 days ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0
njkrichardson/saddlecity
A Python package to demonstrate ideas from nonlinear dynamical systems toward game theory, neural network models of associative memory, and nonlinear state space models.
Language: Python - Size: 15.9 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0
oliviergimenez/marss_jags
Fit multivariate state-space autoregressive models in Jags
Language: Rich Text Format - Size: 13.6 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0
ruivieira/jssm
A Java library for State Space Models (SSM).
Language: Java - Size: 79.1 KB - Last synced at: 5 months ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0
brandonwillard/ParticleBayes
Bayesian Particle Learning models in R
Language: R - Size: 12.2 MB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0
zipkinlab/Zipkin_etal_2014_Ecol Fork of ezipkin/Structured_Nmixture_models-Zipkin_et_al_Ecology_2014
Zipkin E.F., Thorson J.T., See K., Lynch H.J., Grant E.H.C., Kanno Y., Chandler R.B., Letcher B.H., and Royle J.A. 2014. Modeling structured population dynamics using data from unmarked individuals. Ecology. 95: 22-29.
Language: R - Size: 1.23 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0
compops/pmmh-qn
Correlated pseudo-marginal Metropolis-Hastings using quasi-Newton proposals
Language: Python - Size: 520 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0
compops/qpmh2-sysid2015
Quasi-Newton particle Metropolis-Hastings
Language: Python - Size: 6.22 MB - Last synced at: almost 2 years ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0