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Ziwen Liu's Projects

ccvae icon ccvae

The official codebase for Capturing label characteristics in VAEs

deepinfomaxpytorch icon deepinfomaxpytorch

Learning deep representations by mutual information estimation and maximization

dgi icon dgi

Deep Graph Infomax (https://arxiv.org/abs/1809.10341)

dim icon dim

Deep InfoMax (DIM), or "Learning Deep Representations by Mutual Information Estimation and Maximization"

disentanglement_lib icon disentanglement_lib

disentanglement_lib is an open-source library for research on learning disentangled representations.

external-attention-pytorch icon external-attention-pytorch

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐

factorvae icon factorvae

Pytorch implementation of FactorVAE proposed in Disentangling by Factorising(http://arxiv.org/abs/1802.05983)

infodiffusion icon infodiffusion

InfoDiffusion: Representation Learning Using Information Maximizing Diffusion Models

infograph icon infograph

Official code for ICLR spotlight paper "InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization"

nfd icon nfd

Official codebase for the paper "3D Neural Field Generation using Triplane Diffusion"

pytorch-vae icon pytorch-vae

A Collection of Variational Autoencoders (VAE) in PyTorch.

visionmamba icon visionmamba

Implementation of Vision Mamba from the paper: "Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model" It's 2.8x faster than DeiT and saves 86.8% GPU memory when performing batch inference to extract features on high-res images

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