variational-autoencoder

PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory class-incremental-learning task-incremental-learning domain-incremental-learning

UpdatedMay 17, 2025
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scverse /scvi-tools

Star1.4k

Deep probabilistic analysis of single-cell and spatial omics data

deep-learning scrna-seq variational-autoencoder variational-bayes single-cell-genomics single-cell-rna-seq deep-generative-model cite-seq human-cell-atlas scverse

UpdatedJul 18, 2025
Python

jmtomczak /intro_dgm

Star1.2k

"Deep Generative Modeling": Introductory Examples

deep-learning pytorch generative-adversarial-network variational-autoencoder energy-based-model flow-based-modeling deep-generative-modelling autoregressive-modeling score-based-generative-modeling neural-compression generative-ai

UpdatedSep 22, 2024
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RubensZimbres /Repo-2017

Star1.2k

My first Python repo with codes in Machine Learning, NLP and Deep Learning with Keras and Theano

nlp opencv natural-language-processing deep-learning sentiment-analysis word2vec keras generative-adversarial-network autoencoder glove t-sne segnet keras-models keras-layer latent-dirichlet-allocation denoising-autoencoders svm-classifier resnet-50 anomaly-detection variational-autoencoder

UpdatedDec 6, 2021
Python

jaanli /variational-autoencoder

Star1.2k

Variational autoencoder implemented in tensorflow and pytorch (including inverse autoregressive flow)

learning machine-learning deep-neural-networks deep-learning tensorflow deep pytorch vae unsupervised-learning variational-inference probabilistic-graphical-models variational-autoencoder autoregressive-neural-networks

UpdatedApr 24, 2024
Python

wubinzzu /NeuRec

Star1.1k

Next RecSys Library

deep-learning social-network tensorflow collaborative-filtering neural-networks autoencoder convolutional-neural-networks sequential recommender-systems gcn adversarial-learning variational-autoencoder

UpdatedMar 24, 2023
Python

VincentStimper /normalizing-flows

Sponsor

Star859

PyTorch implementation of normalizing flow models

pytorch variational-inference density-estimation invertible-neural-networks variational-autoencoder glow normalizing-flow real-nvp residual-flow neural-spline-flow

UpdatedAug 25, 2024
Python

YannDubs /disentangling-vae

Star824

Experiments for understanding disentanglement in VAE latent representations

deep-learning reproducible-research pytorch mnist chairs-dataset vae representation-learning unsupervised-learning beta-vae celeba variational-autoencoder disentanglement dsprites fashion-mnist disentangled-representations factor-vae beta-tcvae

UpdatedFeb 2, 2023
Python

matthewvowels1 /Awesome-VAEs

Star821

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

deep-learning generative-model vae awesome-list representation-learning unsupervised-learning variational-inference variational-autoencoder variational-bayes disentanglement variational-auto-encoder disentangled-representations

UpdatedJul 11, 2021

EndlessSora /focal-frequency-loss

Star668

[ICCV 2021] Focal Frequency Loss for Image Reconstruction and Synthesis

image-reconstruction generic generative-adversarial-network gan autoencoder image-generation spade pix2pix frequency-domain frequency-analysis loss variational-autoencoder generative-models image-synthesis complementary loss-function stylegan2 iccv2021

UpdatedAug 21, 2024
Python

timbmg /VAE-CVAE-MNIST

Sponsor

Star639

Variational Autoencoder and Conditional Variational Autoencoder on MNIST in PyTorch

deep-learning pytorch mnist vae latent-variable-models cvae variational-autoencoder

UpdatedMay 30, 2025
Python

dawenl /vae_cf

Star538

Variational autoencoders for collaborative filtering

collaborative-filtering bayesian-inference recommender-systems variational-autoencoder

UpdatedFeb 19, 2018
Jupyter Notebook

lin-shuyu /VAE-LSTM-for-anomaly-detection

Star527

We propose a VAE-LSTM model as an unsupervised learning approach for anomaly detection in time series.

time-series tensorflow unsupervised-learning anomaly-detection variational-autoencoder

UpdatedNov 21, 2022
Jupyter Notebook

hwalsuklee /tensorflow-mnist-VAE

Star496

Tensorflow implementation of variational auto-encoder for MNIST

tensorflow mnist autoencoder vae dae denoising-autoencoders variational-autoencoder

UpdatedApr 11, 2017
Python

navneet-nmk /pytorch-rl

Star446

This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch

reinforcement-learning deep-learning robotics deep-reinforcement-learning openai-gym pytorch generative-adversarial-network gan openai dqn gym policy-gradient vae ddpg vae-gan variational-autoencoder mujoco mujoco-py experience-replay rl-algorithms

UpdatedJul 14, 2019
Python

EleutherAI /DALLE-mtf

Star434

Open-AI's DALL-E for large scale training in mesh-tensorflow.

transformers artificial-intelligence autoregressive text-to-image variational-autoencoder multimodal

UpdatedFeb 12, 2022
Python

EdoardoBotta /RQ-VAE-Recommender

Star407

[Pytorch] Generative retrieval model using semantic IDs from "Recommender Systems with Generative Retrieval"

retrieval recommender recommendation-system vae recommender-system recommendation generative variational-autoencoder variational-autoencoders gumbel retrieval-systems recommendersystems generative-ai generative-retrieval semantic-ids semantic-id

UpdatedMar 17, 2025
Python

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hwalsuklee /tensorflow-generative-model-collections

clementchadebec /benchmark_VAE

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GMvandeVen /continual-learning

scverse /scvi-tools

jmtomczak /intro_dgm

RubensZimbres /Repo-2017

jaanli /variational-autoencoder

wubinzzu /NeuRec

VincentStimper /normalizing-flows

YannDubs /disentangling-vae

matthewvowels1 /Awesome-VAEs

EndlessSora /focal-frequency-loss

timbmg /VAE-CVAE-MNIST

dawenl /vae_cf

lin-shuyu /VAE-LSTM-for-anomaly-detection

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