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ICLR DeLTA2025Conference

AtropDiff: Data-Scarce Atropisomer Generation via Multi-Task Pretrained Classifier-Guided Diffusion

Letian Chen, Xi Wang, Gufeng Yu, Caihua Shan, Yang Yang

Outstanding Paper Award

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Abstract

AtropDiff is a diffusion framework guided by a multi-task pretrained classifier that encodes stereochemical knowledge. Dynamically weighted gradient guidance balances chirality accuracy with functional-group validity, while progressive scaffold integration supports optimization from known atropisomers.

In brief

Classifier-guided diffusion for controllable atropisomer generation in data-scarce regimes.