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The net:cal calibration framework is a Python 3 library for measuring and mitigating miscalibration of uncertainty estimates, e.g., by a neural network.

Python 352 44 Updated Aug 8, 2024

Simulation-based inference toolkit

Python 611 155 Updated Jan 2, 2025

Code associated with the work presented at ICLR and ICML 2022 workshops

Python 14 2 Updated Jul 6, 2022

FM-TS: flow matching for time series generation

Python 9 1 Updated Nov 11, 2024

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

Python 404 56 Updated Jan 2, 2025

Deep Normalising Flows for stellar spectra. It's all about light.

Python 2 1 Updated Oct 17, 2023

Community-sourced list of papers and resources on neural simulation-based inference.

102 7 Updated Nov 23, 2024
Python 1 Updated Dec 4, 2024

Diffusion Generative Modeling and Posterior Sampling in Simulation-Based Inference

Python 2 Updated Jun 7, 2024

Python Radiative Transfer in a Bayesian Framework

Python 10 1 Updated Dec 4, 2024

[Official] code for paper "Conditional diffusions for neural posterior estimation".

1 Updated Oct 24, 2024

Supporting code for our paper "Protein Sequence Modelling with Bayesian Flow Networks"

Python 20 2 Updated Oct 7, 2024

Denoising Diffusion Implicit Models

Python 1,521 211 Updated Jul 26, 2024

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), ga…

Python 57,664 5,873 Updated Aug 24, 2024

Denoising Diffusion Probabilistic Models

Python 4,021 383 Updated Aug 29, 2023
Jupyter Notebook 302 25 Updated Sep 20, 2022

TorchCFM: a Conditional Flow Matching library

Python 1,388 117 Updated Jan 3, 2025

A mini-library for training consistency models.

Jupyter Notebook 230 25 Updated Dec 26, 2023

Official repo for consistency models.

Python 6,228 427 Updated Mar 22, 2024
Jupyter Notebook 78 10 Updated Jun 17, 2023

Diffusion model papers, survey, and taxonomy

3,051 253 Updated Dec 2, 2024

Official repo for "Solving Inverse Problems in Medical Imaging with Score-Based Generative Models"

Python 234 26 Updated Jun 20, 2022

Helper Of My Eternal Retrievals

Python 4 1 Updated Jan 27, 2023

Machine learning Algorithm for Radiative transfer of Generated Exoplanets

PLSQL 8 3 Updated Dec 20, 2024

PyTorch implementation of Variational Diffusion Models.

Python 77 5 Updated Apr 23, 2024

PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Jupyter Notebook 1,799 325 Updated Jul 14, 2024

Code for reproducing results in the sliced score matching paper (UAI 2019)

Python 141 23 Updated Jan 7, 2020
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