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bayesflow

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12 repositories

bayesflow
Public
A Python library for amortized Bayesian workflows using generative neural networks.
deep-learning neural-networks bayesian-statistics computational-modeling generative-models amortized-inference simulation-based-inference generative-ai
Python
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MIT License
•70•575•21•5•Updated Jun 24, 2025Jun 24, 2025
bayesflow_workshops
Public
Contains environment and workshop materials for BayesFlow workshops.
Jupyter Notebook
•0•1•0•0•Updated May 12, 2025May 12, 2025
bayesflow-workshop-quant-psych
Public
Materials for teaching BayesFlow
Jupyter Notebook
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Other
•1•1•0•0•Updated Mar 31, 2025Mar 31, 2025
Selective-SSM
Public
Experimental exploration of applying Selective State Space Model (S-SSM) architectures within Amortized Bayesian Inference workflows
Jupyter Notebook
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MIT License
•0•1•0•0•Updated Mar 25, 2025Mar 25, 2025
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".
Jupyter Notebook
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MIT License
•1•7•0•0•Updated Dec 3, 2024Dec 3, 2024
self-consistency-abi
Public
Jupyter Notebook
•1•1•0•0•Updated Nov 15, 2024Nov 15, 2024
awesome-amortized-inference
Public
This is a community-driven collection of resources around amortized inference.
awesome bayesian-inference uncertainty-quantification inverse-problems awesome-lists amortized-inference
TeX
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Creative Commons Zero v1.0 Universal
•3•43•5•0•Updated Nov 9, 2024Nov 9, 2024
consistency-model-posterior-estimation
Public
Jupyter Notebook
•0•3•0•0•Updated Nov 4, 2024Nov 4, 2024
SA-ABI
Public
Contains the code accompanying the paper "Sensitivity-Aware Amortized Bayesian Inference".
Jupyter Notebook
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MIT License
•0•5•0•0•Updated Aug 26, 2024Aug 26, 2024
Hierarchical-Model-Comparison
Public
Code accompanying the paper "A Deep Learning Method for Comparing Bayesian Hierarchical Models".
Jupyter Notebook
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MIT License
•2•8•0•0•Updated Nov 23, 2023Nov 23, 2023
JANA-Paper
Public
Contains the code accompanying the paper "JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models"
Jupyter Notebook
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MIT License
•0•8•0•0•Updated Aug 25, 2023Aug 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".
Jupyter Notebook
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MIT License
•0•12•0•0•Updated Aug 18, 2023Aug 18, 2023

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