Search Results for author: Alexander Powers

Found 2 papers, 2 papers with code

Geometric Latent Diffusion Models for 3D Molecule Generation

1 code implementation2 May 2023 Minkai Xu, Alexander Powers, Ron Dror, Stefano Ermon, Jure Leskovec

Generative models, especially diffusion models (DMs), have achieved promising results for generating feature-rich geometries and advancing foundational science problems such as molecule design.

3D Molecule Generation valid

ATOM3D: Tasks On Molecules in Three Dimensions

3 code implementations7 Dec 2020 Raphael J. L. Townshend, Martin Vögele, Patricia Suriana, Alexander Derry, Alexander Powers, Yianni Laloudakis, Sidhika Balachandar, Bowen Jing, Brandon Anderson, Stephan Eismann, Risi Kondor, Russ B. Altman, Ron O. Dror

We implement several classes of three-dimensional molecular learning methods for each of these tasks and show that they consistently improve performance relative to methods based on one- and two-dimensional representations.

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