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bayesflow

An organization for applications and extensions of amortized Bayesian inference.

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  1. bayesflow bayesflow Public

    A Python library for amortized Bayesian workflows using generative neural networks.

    Python 372 52

  2. awesome-amortized-inference awesome-amortized-inference Public

    This is a community-driven collection of resources around amortized inference.

    TeX 21 3

  3. Neural-Superstatistics Neural-Superstatistics Public

    Contains the code for reproducing the experiments and results of the paper "Neural Superstatistics: A Bayesian Method for Estimating Dynamic Models of Cognition".

    Jupyter Notebook 10

  4. JANA-Paper JANA-Paper Public

    Contains the code accompanying the paper "JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models"

    Jupyter Notebook 7

  5. Hierarchical-Model-Comparison Hierarchical-Model-Comparison Public

    Code accompanying the paper "A Deep Learning Method for Comparing Bayesian Hierarchical Models".

    Jupyter Notebook 6 1

  6. SA-ABI SA-ABI Public

    Contains the code accompanying the paper "Sensitivity-Aware Amortized Bayesian Inference".

    Jupyter Notebook 4

Repositories

Showing 8 of 8 repositories
  • bayesflow Public

    A Python library for amortized Bayesian workflows using generative neural networks.

    bayesflow-org/bayesflow’s past year of commit activity
    Python 372 MIT 52 22 (2 issues need help) 8 Updated Nov 14, 2024
  • awesome-amortized-inference Public

    This is a community-driven collection of resources around amortized inference.

    bayesflow-org/awesome-amortized-inference’s past year of commit activity
    TeX 21 CC0-1.0 3 5 0 Updated Nov 9, 2024
  • consistency-model-posterior-estimation Public
    bayesflow-org/consistency-model-posterior-estimation’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Nov 4, 2024
  • SA-ABI Public

    Contains the code accompanying the paper "Sensitivity-Aware Amortized Bayesian Inference".

    bayesflow-org/SA-ABI’s past year of commit activity
    Jupyter Notebook 4 MIT 0 0 0 Updated Aug 26, 2024
  • Non-Stationary-DDM-Validation Public

    Contains the code and data for reproducing the results of the paper "Validation and Comparison of Non-Stationary Cognitive Models: A Diffusion Model Application".

    bayesflow-org/Non-Stationary-DDM-Validation’s past year of commit activity
    Jupyter Notebook 1 MIT 0 0 0 Updated Aug 14, 2024
  • Hierarchical-Model-Comparison Public

    Code accompanying the paper "A Deep Learning Method for Comparing Bayesian Hierarchical Models".

    bayesflow-org/Hierarchical-Model-Comparison’s past year of commit activity
    Jupyter Notebook 6 MIT 1 0 0 Updated Nov 23, 2023
  • JANA-Paper Public

    Contains the code accompanying the paper "JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models"

    bayesflow-org/JANA-Paper’s past year of commit activity
    Jupyter Notebook 7 MIT 0 0 0 Updated Aug 25, 2023
  • Neural-Superstatistics Public

    Contains the code for reproducing the experiments and results of the paper "Neural Superstatistics: A Bayesian Method for Estimating Dynamic Models of Cognition".

    bayesflow-org/Neural-Superstatistics’s past year of commit activity
    Jupyter Notebook 10 MIT 0 0 0 Updated Aug 18, 2023

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