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Siyu Li's Projects

ddim icon ddim

Denoising Diffusion Implicit Models

dpdm icon dpdm

Differentially Private Diffusion Models

gail-pytorch icon gail-pytorch

A simple implementation of Generative Adversarial Imitation Learning with PyTorch

gdss icon gdss

Official Code Repository for the paper "Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations" (ICML 2022)

gflownets_tutorial icon gflownets_tutorial

GflowNets, MCMC, Metropolis-Hasting, Gibbs sampling, Metropolis-adjusted Langevin, Inverse Transform Sampling, Acceptance-Rejection Method and Important Sampling

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

graphscorematching icon graphscorematching

Official implementation for the paper: Permutation Invariant Graph Generation via Score-Based Generative Modeling

icml18-jtnn icon icml18-jtnn

Junction Tree Variational Autoencoder for Molecular Graph Generation (ICML 2018)

movesim icon movesim

Codes for paper in KDD 2020 (AI for COVID-19): Learning to Simulate Human Mobility

mri-variationalnetwork icon mri-variationalnetwork

Source code to our paper: "Learning a Variational Network for Reconstruction of Accelerated MRI Data"

ncsn icon ncsn

Noise Conditional Score Networks (NeurIPS 2019, Oral)

ncsnv2 icon ncsnv2

The official PyTorch implementation for NCSNv2 (NeurIPS 2020)

score_sde icon score_sde

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

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