Skip to content
@dynamical-inference

Dynamical Inference Lab

Dynamical Inference Lab @ Helmholtz Munich, led by @stes

Welcome 👋

This is the Github account of the Dynamical Inference Lab at Helmholtz Munich.

We build machine learning algorithms for representation learning and inference of nonlinear system dynamics. We apply these algorithms to model complex biological systems in neuroscience, cell biology and other life science applications.

If you are interested in representation learning algorithms and/or their applications, please reach out! We are hiring for fully-funded PhD, postdoc and research engineering positions, and also welcome undergraduate and Master’s students to apply for research visits, internships and research assistant positions.

Further information on the lab website: dynamical-inference.ai

Popular repositories Loading

  1. patchsae patchsae Public

    Implementation of PatchSAE as presented in "Sparse autoencoders reveal selective remapping of visual concepts during adaptation"

    Jupyter Notebook 33 5

  2. dcl dcl Public

    Official reference implementation of dynamics contrastive learning (DCL).

    Python 32 5

  3. cytosae cytosae Public

    Official implementation of CytoSAE: Interpretable Cell Embeddings for Hematology

    Jupyter Notebook 27 4

  4. fastsae fastsae Public

    FastSAE: Adopt seamlessly, train fast

    Python 6

  5. ituna ituna Public

    🐟 ituna – tune machine learning models for empirical identifiability and consistency

    Python 5 1

  6. ebc ebc Public

    Official implementation of Equivariance by Contract (EbC)

    Python 2 1

Repositories

Showing 9 of 9 repositories
  • patchsae Public

    Implementation of PatchSAE as presented in "Sparse autoencoders reveal selective remapping of visual concepts during adaptation"

    dynamical-inference/patchsae's past year of commit activity
    Jupyter Notebook 33 MIT 5 0 0 Updated Apr 22, 2026
  • fastsae Public

    FastSAE: Adopt seamlessly, train fast

    dynamical-inference/fastsae's past year of commit activity
    Python 6 MIT 0 0 0 Updated Apr 22, 2026
  • ituna Public

    🐟 ituna – tune machine learning models for empirical identifiability and consistency

    dynamical-inference/ituna's past year of commit activity
    Python 5 MIT 1 0 1 Updated Feb 27, 2026
  • tdmpc2 Public Forked from nicklashansen/tdmpc2

    Code for "TD-MPC2: Scalable, Robust World Models for Continuous Control"

    dynamical-inference/tdmpc2's past year of commit activity
    Python 0 MIT 213 0 0 Updated Jan 30, 2026
  • ebc Public

    Official implementation of Equivariance by Contract (EbC)

    dynamical-inference/ebc's past year of commit activity
    Python 2 1 0 0 Updated Dec 5, 2025
  • paperbee Public Forked from theislab/paperbee
    dynamical-inference/paperbee's past year of commit activity
    Python 0 MIT 18 0 1 Updated Sep 18, 2025
  • cytosae Public

    Official implementation of CytoSAE: Interpretable Cell Embeddings for Hematology

    dynamical-inference/cytosae's past year of commit activity
    Jupyter Notebook 27 4 1 0 Updated Jul 17, 2025
  • dcl Public

    Official reference implementation of dynamics contrastive learning (DCL).

    dynamical-inference/dcl's past year of commit activity
    Python 32 Apache-2.0 5 0 0 Updated Jun 24, 2025
  • .github Public
    dynamical-inference/.github's past year of commit activity
    0 0 0 0 Updated Sep 16, 2024

Top languages

Loading…

Most used topics

Loading…