deep-generative-model 开源项目推荐（66 个）

scverse /scvi-tools

单细胞和空间组学数据的深度概率分析

lrjconan /GRAN

Efficient Graph Generation with Graph Recurrent Attention Networks, Deep Generative Model of Graphs, Graph Neural Networks, NeurIPS 2019

maum-ai /nuwave

NU-Wave：神经音频上采样的扩散概率模型 @ INTERSPEECH 2021

MinkaiXu /GeoLDM

Geometric Latent Diffusion Models for 3D Molecule Generation

yunqing-me /AttackVLM

[NeurIPS, 500+ Citations!] Alignment & Safety for multimodal foundation models

sony /sqvae

Pytorch implementation of stochastically quantized variational autoencoder (SQ-VAE)

FranxYao /dgm_latent_bow

Implementation of NeurIPS 19 paper: Paraphrase Generation with Latent Bag of Words

maum-ai /wavegrad2

Unofficial Pytorch Implementation of WaveGrad2

naru-project /naru

Neural Relation Understanding: neural cardinality estimators for tabular data

sony /san

PyTorch implementation of slicing adversarial network (SAN)

joanrod /ocr-vqgan

OCR-VQGAN, a discrete image encoder (tokenizer and detokenizer) for figure images in Paper2Fig100k dataset. Implementation of OCR Perceptual loss for clear text-within-image generation. Fork from VQGAN in CompVis/taming-transformers

sony /DiffRoll

PyTorch implementation of DiffRoll, a diffusion-based generative automatic music transcription (AMT) model

neurocard /neurocard

State-of-the-art neural cardinality estimators for join queries

labomics /midas

PyTorch 实现了 MIDAS 算法，用于单细胞多模态数据集成（Nature Biotechnology 2024）。

SUwonglab /CausalEGM

A General Causal Inference Framework by Encoding Generative Modeling

L0SG /NanoFlow

PyTorch implementation of the paper "NanoFlow: Scalable Normalizing Flows with Sublinear Parameter Complexity." (NeurIPS 2020)

kimmo1019 /Roundtrip

Roundtrip: density estimation with deep generative neural networks

OctoberChang /klcpd_code

Kernel Change-point Detection with Auxiliary Deep Generative Models (ICLR 2019 paper)

GenSI-THUAIR /GeoBFN

Implementation for ICLR2024 Oral paper "Unified Generative Modeling of 3D Molecules with Bayesian Flow Networks"

bacnguyencong /rbm-pytorch

An implementation of Restricted Boltzmann Machine in Pytorch