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Zihui (Zinnia) Ma

@Zinnia__Ma

Want to control the global geometry of your generated proteins? Check this out!! 📣 TopoDiff, a novel VAE + diffusion framework for protein backbone generation. The designs in this work are validated with wet lab experiments and crystallography! 🧪💎

Exciting updates on TopoDiff, a framework linking representation learning and generative modeling of protein structures ✨Highlights: - Informative global representation - Enhanced fold coverage and controllability - Novel beta protein with validation 1/6 biorxiv.org/content/10.110…

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Zihui (Zinnia) Ma Reposted

Improving diffusion-based protein backbone generation with global-geometry-aware latent encoding 1/ Introducing TopoDiff: a diffusion-based framework that enhances protein structure generation by incorporating global-geometry-aware latent encoding. This approach captures the…

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Zihui (Zinnia) Ma Reposted

Excited to present our work on diffusion model for protein backbone generation in the following days at @NeurIPSConf workshops, which has been accepted by @workshopmlsb as poster and @genbio_workshop as spotlight! (1/2) biorxiv.org/content/10.110…


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