latent-variable-models

There are 3 repositories under latent-variable-models topic.

konpatp / diffae
Official implementation of Diffusion Autoencoders
autoencoder cvpr2022 deep-learning diffusion-models ffhq latent-variable-models lsun
Language:Jupyter Notebook 948
timbmg / VAE-CVAE-MNIST
Variational Autoencoder and Conditional Variational Autoencoder on MNIST in PyTorch
vae cvae pytorch mnist deep-learning latent-variable-models variational-autoencoder
Language:Python 645
mims-harvard / nimfa
Nimfa: Nonnegative matrix factorization in Python
matrix-factorization latent-features latent-variable-models nonnegative-matrix-factorization embeddings
Language:Python 553
ParthaEth / GIF
GIF is a photorealistic generative face model with explicit 3D geometric and photometric control.
conditonal-gan gan gans generative-adversarial-network generative-interpretable-faces generative-models latent-variable-models photorealism photorealistic-faces
Language:Python 419
FranxYao / Deep-Generative-Models-for-Natural-Language-Processing
DGMs for NLP. A roadmap.
generative-model generative-text text-generation generative-models latent-variable-models variational-inference variational-autoencoders generative-adversarial-networks normalizing-flows parsing approximate-inference graphical-models natural-language-processing mcmc markov-chain-monte-carlo structured-prediction gradient-estimation discrete-structures language-model decoding
393
kpandey008 / DiffuseVAE
Official implementation of "DiffuseVAE: Efficient, Controllable and High-Fidelity Generation from Low-Dimensional Latents"
generative-model vae diffusion-models ddpm controllable-generation latent-variable-models
Language:Python 377
nanguoshun / LSR
Pytorch Implementation of our ACL 2020 Paper "Reasoning with Latent Structure Refinement for Document-Level Relation Extraction"
natural-language-processing deep-learning latent-variable-models
Language:Python 129
Nrgeup / controllable-text-attribute-transfer
Code for "Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation" (NeurIPS 2019)
latent-variable-models nlp text-style-transfer
Language:Python 127
amidst / toolbox
A Java Toolbox for Scalable Probabilistic Machine Learning
bayesian-methods bayesian-networks data-science graphical-models latent-variable-models machine-learning streaming-data
Language:Java 122
FranxYao / dgm_latent_bow
Implementation of NeurIPS 19 paper: Paraphrase Generation with Latent Bag of Words
natural-language-generation deep-generative-model paraphrase-generation gumbel-softmax latent-variable-models
Language:Python 122
ryoungj / BoLT
Code for "Reasoning to Learn from Latent Thoughts"
language-model pretraining synthetic-data latent-variable-models self-improvement
Language:Python 118
ChunyuanLI / ALICE
NIPS 2017: ALICE: Towards Understanding Adversarial Learning for Joint Distribution Matching
generative-adversarial-network bayesian-inference entropy image-translation latent-variable-models
Language:Jupyter Notebook 82
edouardelasalles / srvp
Official implementation of the paper Stochastic Latent Residual Video Prediction
deep-learning generative-model icml-2020 latent-variable-models pytorch stochastic vae video-prediction
Language:Python 76
soroosh-rz / Bayesian-Methods-for-Machine-Learning
Bayesian Methods for Machine Learning
machine-learning bayesian-methods coursera latent-variable-models expectation-maximization variational-inference
Language:Jupyter Notebook 65
qu-gg / torch-neural-ssm
Neural State-Space Models and Latent Dynamics Functions in PyTorch for High-Dimensional Forecasting
generative-model latent-variable-models pytorch ssm state-space-model time-series torch neural-network neural-ssm neural-state-space-models
Language:Python 52
ImKeTT / CTG-latentAEs
[Paperlist] Awesome paper list of controllable text generation via latent auto-encoders. Contributions of any kind are welcome.
autoencoders controllable-generation generative-model latent-variable-models natural-language-processing paperlist representation-learning text-generation vae variational-autoencoder
51
shivamsaboo17 / Neural-Scene-Representation-and-Rendering
Generative Query Network for rendering 3D scenes from 2D images
deepmind gqn scene rendering neural-network unsupervised-learning latent-variable-models convolutional-neural-networks lstm
Language:Python 46
kaanakan / stretchbev
Official implementation of our ECCV paper "StretchBEV: Stretching Future Instance Prediction Spatially and Temporally"
autonomous-driving autonomous-vehicles deep-learning eccv2022 future-prediction generative-models instance-segmentation latent-variable-models pytorch segmentation state-space-models stochastic vae
Language:Python 44
Time-Series-Hybrid-Autoencoder
insdout / Time-Series-Hybrid-Autoencoder
Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.
conditional-data-generation diffusion-models pytorch time-series vae preventive-maintenance remaining-useful-life variational-autoencoder c-mapss classifier-free-guidance ddpm latent-space latent-variable-models triplet-loss turbofan-engine
Language:Python 43
GFNOrg / GFlowNet-EM
Code for GFlowNet-EM, a novel algorithm for fitting latent variable models with compositional latents and an intractable true posterior.
expectation-maximization gflownet grammar latent-variable-models vae
Language:Jupyter Notebook 41
fabian-sp / GGLasso
A Python package for General Graphical Lasso computation
graphical-lasso graphical-models latent-variable-models network-inference optimization
Language:Python 39
kaanakan / slamp
SLAMP: Stochastic Latent Appearance and Motion Prediction
deep-learning pytorch generative-model stochastic vae latent-variable-models video-prediction iccv2021 autonomous-driving optical-flow future-prediction
Language:Python 39
lemuria-wchen / DialogVED
Code and released pre-trained model for our ACL 2022 paper: "DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response Generation"
dialogue-generation latent-variable-models pretrained-model pytorch
Language:Python 39
gabrevaya / LatentDiffEq.jl
Latent Differential Equations models in Julia.
julia differential-equations dynamical-systems latent-variable-models scientific-machine-learning machine-learning latent-odes goku-nets sci-ml flux diffeqflux neural-ode sciml
Language:Julia 38
cos-cvae
visinf / cos-cvae
Diverse Image Captioning with Context-Object Split Latent Spaces (NeurIPS 2020)
neurips2020 image-captioning variational-autoencoder conditional-vae latent-variable-models
Language:Jupyter Notebook 37
selbouhaddani / OmicsPLS
R package for High dimensional data analysis and integration with O2PLS!
bioinformatics biostatistics omics multi-omics data-integration principal-component-analysis pca partial-least-squares-regression pls latent-variable-models
Language:HTML 35
PreferredAI / bi-vae
Code for the paper "Bilateral Variational Autoencoder for Collaborative Filtering", WSDM'21
collaborative-filtering recommender-system variational-autoencoder latent-variable-models
Language:Python 34
kkholst / lava
Latent Variable Models in R https://kkholst.github.io/lava/
latent-variable-models r simulation statistics structural-equation-models
Language:R 33
visinf / lnfmm
Latent Normalizing Flows for Many-to-Many Cross Domain Mappings (ICLR 2020)
multimodal-deep-learning conditional-vae generative-models image-to-text latent-variable-models normalizing-flows text-to-image vision-and-language
Language:Python 33
m-clark / sem
:white_medium_small_square: <- :white_circle: Structural Equation Modeling from a broader context.
sem structural-equation-modeling latent-variable-models graphical-models growth-curves mixture-model r lavaan irt topic-modeling bayesian-nonparametric-models
Language:R 31
LCBC-UiO / galamm
An R package for estimating generalized additive mixed models with latent variables
structural-equation-models generalized-additive-models item-response-theory hierarchical-models latent-variable-models
Language:C++ 30
arsena-k / discourse_atoms
How are topics encoded in semantic space? Repository to accompany PNAS article: https://www.pnas.org/doi/10.1073/pnas.2108801119
embeddings topics modeling text language topic-modeling word-embeddings smooth-inverse-frequency text-mining sentence-embeddings semantic-directions topic-modeling-analysis topic-models latent-variable-models latent-dirichlet-allocation domain-specific-language
Language:Jupyter Notebook 29
jxhe / cross-lingual-struct-flow
PyTorch implementation of ACL paper https://arxiv.org/abs/1906.02656
cross-lingual dependency-parsing invertible-transformation latent-variable-models pos-tagging
Language:Python 25
Cartus / Latent-Forests
Learning Latent Forests for Medical Relation Extraction (authors' PyTorch implementation for the IJCAI20 paper)
latent-variable-models information-extraction natural-language-processing pytorch graph-neural-networks relation-extraction
Language:Python 24
PLBMR / mentalHealthDataAnalysis
Data Analysis on Mental Health.
health data data-science mental-health logistic-regression decision-trees cross-validation statistics statistical-analysis latent-variable-models latent-variables multinomial-regression
Language:Jupyter Notebook 23
ratishsp / data2text-seq-plan-py
Code for TACL 2022 paper on Data-to-text Generation with Variational Sequential Planning
data-to-text-generation pytorch deep-learning natural-language-generation variational-inference gumbel-softmax latent-variable-models
Language:Python 21