Skip to content
@AdaptiveMotorControlLab

Mathis Lab @ EPFL

Mechanisms underlying adaptive behavior in intelligent systems

Welcome to the M. Mathis Lab 👋

Group 23

We are a team of neuroscientists, computer scientists and enigneers that come together to tackle one of the largest challanges in neuroscience - how does the brain drive adaptive behavior. Our world is always changing: how do our brains adapt? We develop new machine learning methods that enable us to understand the mechanisms underlying adaptive behavior in intelligence systems, aka “adaptive intelligence”.

  • From 2017-2023 we were also called the Mathis Lab of Adaptive Motor Control (hence the org name!) but decided to rename ourselves to better reflect our ML and systems neuro sides of the lab 🖤. We still really like sensorimotor control though!

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

Of particular interest:

  • DeepLabCut: for animal pose estimation
  • CEBRA: for supervised and unsupervised dimensionality reduction (behavioral data, neural, or both!)
  • AmadeusGPT: for using large language models as systems for behavioral analysis.
  • cellseg3D: for 3D mesoSPIM segmentation of cell soma

Pinned Loading

  1. CEBRA CEBRA Public

    Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA

    Python 859 67

  2. DLC2Kinematics DLC2Kinematics Public

    a module for kinematic analysis of deeplabcut outputs

    Jupyter Notebook 125 25

  3. CellSeg3D CellSeg3D Public

    A napari plugin for direct 3D cell segmentation -- taking you through training, inference, and review of masks

    Jupyter Notebook 57 10

  4. JoystickControlSystem JoystickControlSystem Public

    joystick system used in Mathis et al, 2017

    Python 4 1

  5. AmadeusGPT AmadeusGPT Public

    [NeurIPS 2023] We turn natural language descriptions of behaviors into machine-executable code

    Python 186 6

  6. CEBRA-demos CEBRA-demos Public

    CEBRA Demo Notebooks. Please see all of them at the URL below:

    Jupyter Notebook 10 4

Repositories

Showing 10 of 17 repositories
  • CellSeg3D Public

    A napari plugin for direct 3D cell segmentation -- taking you through training, inference, and review of masks

    AdaptiveMotorControlLab/CellSeg3D’s past year of commit activity
    Jupyter Notebook 57 MIT 10 4 (1 issue needs help) 1 Updated Jun 11, 2024
  • AmadeusGPT Public

    [NeurIPS 2023] We turn natural language descriptions of behaviors into machine-executable code

    AdaptiveMotorControlLab/AmadeusGPT’s past year of commit activity
    Python 186 Apache-2.0 6 2 2 Updated Jun 8, 2024
  • CEBRA Public

    Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA

    AdaptiveMotorControlLab/CEBRA’s past year of commit activity
    Python 859 67 2 2 Updated May 30, 2024
  • ml-agents Public Forked from Unity-Technologies/ml-agents

    The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.

    AdaptiveMotorControlLab/ml-agents’s past year of commit activity
    C# 0 4,138 0 0 Updated May 3, 2024
  • AdaptiveMotorControlLab/SegementationLabeler’s past year of commit activity
    Python 0 0 0 0 Updated Mar 23, 2024
  • modelzoo-figures Public

    SuperAnimal models supporting data

    AdaptiveMotorControlLab/modelzoo-figures’s past year of commit activity
    Jupyter Notebook 8 GPL-3.0 1 0 1 Updated Feb 26, 2024
  • .github Public
    AdaptiveMotorControlLab/.github’s past year of commit activity
    0 0 0 0 Updated Dec 31, 2023
  • CEBRA-demos Public

    CEBRA Demo Notebooks. Please see all of them at the URL below:

    AdaptiveMotorControlLab/CEBRA-demos’s past year of commit activity
    Jupyter Notebook 10 4 0 0 Updated Dec 15, 2023
  • DLC2Kinematics Public

    a module for kinematic analysis of deeplabcut outputs

    AdaptiveMotorControlLab/DLC2Kinematics’s past year of commit activity
    Jupyter Notebook 125 Apache-2.0 25 3 0 Updated Dec 13, 2023
  • CEBRA-assets Public

    Web assets for CEBRA (cebra.ai) and CEBRA DOCS!

    AdaptiveMotorControlLab/CEBRA-assets’s past year of commit activity
    0 0 0 0 Updated Nov 24, 2023

Top languages

Loading…

Most used topics

Loading…