Skip to content
@amathislab

Mathis Group @ EPFL

Computational Neuroscience and AI

Welcome to the A. Mathis Group at EPFL!

Broadly speaking, we work at the intersection of computational neuroscience and machine learning, aka AI4(Neuro)Science. Ultimately, we are interested in reverse engineering the algorithms of the brain, in order to figure out how the brain works and to build better artificial intelligence systems.

Check out group's website for more information, and see our open source code below!

Packages for behavioral analysis:

Selected Code from published research projects 👩‍💻:

Computer Vision and Behavioral Analysis:

Reinforcement learning (mostly for motor skills):

AI4Science including modeling sensorimotor control:

🌈 Please reach out, if you want to work with us! We love collaborative, open-source science.

We often collaborate with the group of Mackenzie Mathis, and also recommend checking out their GitHub repository!

Pinned Loading

  1. lattice lattice Public

    [NeurIPS 2023] Latent Exploration for Reinforcement Learning

    Python 38 1

  2. BUCTD BUCTD Public

    [ICCV 2023] "Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity"

    Python 95 10

  3. Task-driven-Proprioception Task-driven-Proprioception Public

    Forked from amathislab/DeepDraw

    [Cell 2024]: Code for Task-driven neural network models predict neural dynamics of proprioception by Marin Vargas* and Bisi* et al.

    Jupyter Notebook 13

  4. HOISDF HOISDF Public

    [CVPR 2024] HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields

    Python 63 3

  5. myochallenge myochallenge Public

    [NeurIPS 2022, Neuron 2024] Winning code for the Baoding ball MyoChallenge at NeurIPS 2022

    Python 18 1

  6. DLC2action DLC2action Public

    DLC2Action is an action segmentation package that makes running and tracking of machine learning experiments easy.

    HTML 24 3

Repositories

Showing 10 of 29 repositories
  • ProprioceptiveIllusions Public

    The official implementation of the paper "Deep-learning models of the ascending proprioceptive pathway are subject to illusions".

    amathislab/ProprioceptiveIllusions’s past year of commit activity
    3 0 0 0 Updated Mar 19, 2025
  • .github Public
    amathislab/.github’s past year of commit activity
    0 1 0 0 Updated Mar 18, 2025
  • Kinesis Public

    The official implementation of the paper "Reinforcement Learning-Based Motion Imitation for Physiologically Plausible Musculoskeletal Motor Control

    amathislab/Kinesis’s past year of commit activity
    8 MIT 0 0 0 Updated Mar 18, 2025
  • NX-414 Public

    Coding course materials for Brain-like computation and intelligence

    amathislab/NX-414’s past year of commit activity
    Jupyter Notebook 9 10 0 0 Updated Mar 12, 2025
  • BehaveMAE Public

    [ECCV 2024] "Elucidating the Hierarchical Nature of Behavior with Masked Autoencoders"

    amathislab/BehaveMAE’s past year of commit activity
    Python 17 Apache-2.0 0 0 0 Updated Feb 17, 2025
  • POET-live Public Forked from DeepLabCut/DeepLabCut-live

    SDK for running DeepLabCut/POET on a live video stream

    amathislab/POET-live’s past year of commit activity
    Python 0 50 0 0 Updated Jan 23, 2025
  • POET-live-GUI Public Forked from DeepLabCut/DeepLabCut-live-GUI

    GUI to run DeepLabCut/POET on live video feed

    amathislab/POET-live-GUI’s past year of commit activity
    Python 0 GPL-3.0 21 0 0 Updated Jan 23, 2025
  • DeepDraw Public

    [eLife 2023] Code for "Contrasting action and posture coding with hierarchical deep neural network models of proprioception"

    amathislab/DeepDraw’s past year of commit activity
    Jupyter Notebook 13 MIT 2 0 0 Updated Dec 23, 2024
  • MyoChallengeAnalysis Public

    [Neuron 2024] Analysis of Baoding ball policy from MyoChallenge at NeurIPS 2022

    amathislab/MyoChallengeAnalysis’s past year of commit activity
    Jupyter Notebook 7 MIT 0 0 0 Updated Dec 16, 2024
  • myochallenge Public

    [NeurIPS 2022, Neuron 2024] Winning code for the Baoding ball MyoChallenge at NeurIPS 2022

    amathislab/myochallenge’s past year of commit activity
    Python 18 MIT 1 0 0 Updated Dec 16, 2024

Top languages

Loading…

Most used topics

Loading…