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@dynamical-inference

Dynamical Inference Lab

Dynamical Inference Lab @ Helmholtz Munich, led by @stes
README.md

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 29 4

  2. dcl dcl Public

    Official reference implementation of dynamics contrastive learning (DCL).

    Python 27 4

  3. cytosae cytosae Public

    Official implementation of CytoSAE: Interpretable Cell Embeddings for Hematology

    Jupyter Notebook 21 4

  4. ebc ebc Public

    Official implementation of Equivariance by Contract (EbC)

    Python 1 1

  5. .github .github Public

  6. paperbee paperbee Public

    Forked from theislab/paperbee

    Python

Repositories

Showing 7 of 7 repositories
  • 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 157 0 0 Updated Jan 6, 2026
  • ebc Public

    Official implementation of Equivariance by Contract (EbC)

    dynamical-inference/ebc’s past year of commit activity
    Python 1 1 0 0 Updated Dec 5, 2025
  • 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 29 MIT 4 0 0 Updated Oct 31, 2025
  • paperbee Public Forked from theislab/paperbee
    dynamical-inference/paperbee’s past year of commit activity
    Python 0 MIT 12 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 21 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 27 Apache-2.0 4 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

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