Improving structural plausibility in diffusion-based 3D molecule generation <i>via</i> property-conditioned training with distorted molecules

Conditional diffusion models improve molecular generation by learning from both high- and low-quality structures, using quality-labeled distorted molecules to enhance plausibility and enable selective sampling.

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Publication Details

Journal
Digital Discovery
Published
2025-01-01
DOI
https://doi.org/10.1039/d4dd00331d
Citations
4
Primary Topic
Microfluidic and Capillary Electrophoresis Applications
Type
article
Field-Weighted Citation Impact
2.70
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article

Improving structural plausibility in diffusion-based 3D molecule generation via property-conditioned training with distorted molecules

Charlotte M. Deane, Vijil Chenthamarakshan, Payel Das, Lucy Vost
4 citations
Digital Discovery
Microfluidic and Capillary Electrophoresis Applications
2.70
article

Improving structural plausibility in diffusion-based 3D molecule generation via property-conditioned training with distorted molecules

Charlotte M. Deane, Vijil Chenthamarakshan, Payel Das, Lucy Vost
article en
4 citations

Abstract

Conditional diffusion models improve molecular generation by learning from both high- and low-quality structures, using quality-labeled distorted molecules to enhance plausibility and enable selective sampling.

Digital DiscoveryVol. 4(4)
University of Oxford (GB)
Openalex Percentile: Top 11%
Microfluidic and Capillary Electrophoresis Applications
2.70
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