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#

normalizing-flows

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Here are 281 public repositories matching this topic...

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clementchadebec / benchmark_VAE

Star 2k

Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)

benchmarking reproducible-research pytorch comparison vae pixel-cnn reproducibility beta-vae vae-gan normalizing-flows variational-autoencoder vq-vae wasserstein-autoencoder vae-implementation vae-pytorch
  • Updated Jul 31, 2024
  • Python

janosh / awesome-normalizing-flows

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Star 1.6k

Awesome resources on normalizing flows.

machine-learning awesome-list bayesian-inference autoregressive variational-inference density-estimation normalizing-flows bayesian-neural-networks generative-modeling
  • Updated Jul 31, 2026
  • Python

bayesiains / nflows

Star 1k

Normalizing flows in PyTorch

pytorch generative-model density-estimation normalizing-flows
  • Updated Dec 27, 2024
  • Python

StatMixedML / XGBoostLSS

Star 736

An extension of XGBoost to probabilistic modelling

machine-learning xgboost gamlss uncertainty-estimation mixture-density-model normalizing-flows prediction-intervals multi-target-regression distributional-regression probabilistic-forecasts
  • Updated Oct 2, 2026
  • Python

kamenbliznashki / normalizing_flows

Star 639

Pytorch implementations of density estimation algorithms: BNAF, Glow, MAF, RealNVP, planar flows

deep-learning probability normalizing-flows density-estmation
  • Updated Jul 12, 2021
  • Python
zuko

probabilists / zuko

Star 471

Normalizing flows in PyTorch

deep-learning probability torch generative-model density-estimation normalizing-flows
  • Updated Oct 27, 2026
  • Python

StatMixedML / LightGBMLSS

Star 396

An extension of LightGBM to probabilistic modelling

machine-learning lightgbm gamlss uncertainty-estimation mixture-density-model normalizing-flows prediction-intervals probabilistic-forecasting distributional-regression
  • Updated Oct 2, 2026
  • Python

FranxYao / Deep-Generative-Models-for-Natural-Language-Processing

Star 393

DGMs for NLP. A roadmap.

natural-language-processing parsing decoding text-generation generative-text generative-model graphical-models mcmc language-model generative-adversarial-networks variational-inference markov-chain-monte-carlo latent-variable-models normalizing-flows structured-prediction discrete-structures generative-models variational-autoencoders approximate-inference gradient-estimation
  • Updated Dec 12, 2022

keonlee9420 / PortaSpeech

Star 341

PyTorch Implementation of PortaSpeech: Portable and High-Quality Generative Text-to-Speech

text-to-speech deep-neural-networks pytorch tts speech-synthesis generative-model vae normalizing-flows high-quality neural-tts non-autoregressive fastspeech hifi-gan non-ar mel-gan portable-tts
  • Updated Feb 17, 2022
  • Python

biomedia-mira / deepscm

Star 297

Repository for Deep Structural Causal Models for Tractable Counterfactual Inference

deep-learning causal-inference normalizing-flows variational-autoencoders counterfactuals
  • Updated Jul 6, 2023
  • Jupyter Notebook

tonyduan / normalizing-flows

Star 286

Neural Spline Flow, RealNVP, Autoregressive Flow, 1x1Conv in PyTorch.

normalizing-flows generative-models
  • Updated Dec 14, 2023
  • Python

gudovskiy / cflow-ad

Star 273

Official PyTorch code for WACV 2022 paper "CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows"

unsupervised detection anomaly normalizing-flows mvtec mvtec-ad
  • Updated Aug 18, 2023
  • Python

kazewong / flowMC

Star 265

Normalizing-flow enhanced sampling package for probabilistic inference in Jax

stat mcmc normalizing-flows jax
  • Updated Oct 28, 2025
  • Python

danielward27 / flowjax

Star 246
normalizing-flows jax normalising-flows
  • Updated Nov 7, 2026
  • Python

ex4sperans / variational-inference-with-normalizing-flows

Star 245

Reimplementation of Variational Inference with Normalizing Flows (https://arxiv.org/abs/1505.05770)

python machine-learning pytorch variational-inference density-estimation normalizing-flows
  • Updated Sep 3, 2018
  • Python

johannbrehmer / manifold-flow

Star 238

Manifold-learning flows (ℳ-flows)

manifold-learning density-estimation normalizing-flows notagan
  • Updated Nov 13, 2020
  • Jupyter Notebook

CompVis / net2net

Star 229

Network-to-Network Translation with Conditional Invertible Neural Networks

lightning pytorch generative-model inn gans autoencoders normalizing-flows pytorch-lightning streamlit
  • Updated Dec 20, 2022
  • Python

aravindsrinivas / flowpp

Star 192

Code for reproducing Flow ++ experiments

deep-learning tensorflow neural-networks density-estimation normalizing-flows generative-models
  • Updated Apr 27, 2019
  • Python

nicola-decao / BNAF

Star 183

Pytorch implementation of Block Neural Autoregressive Flow

neural-networks density-estimation normalizing-flows variational-autoencoder
  • Updated Aug 19, 2021
  • Python

riannevdberg / sylvester-flows

Star 182
deep-learning pytorch vae normalizing-flows
  • Updated Jul 5, 2019
  • Python

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