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Xia Ning

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#machine learning Conference Jun 2025

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

This work presents AutoSDT, an automatic pipeline that collects high-quality coding tasks in real-world data-driven discovery workflows and is the only automatically collected and the largest open dataset for data-driven scientific discovery.

Yifei Li, Hanane Nour Moussa, Ziru Chen et al. · 11 citations · ⚡1
#artificial intelligence Preprint Sep 2026

RIDE: Reference-Anchored Inference-Time Diffusion Editing for Scaffold Hopping

RIDE, a Reference-anchored Inference-time Diffusion Editing framework for scaffold hopping, is introduced and demonstrates its ability to generate distinct scaffolds with different structures and properties, and its ability to introduce substantial 2D variation while maintaining very high 3D similarity.

Ruo-Xi Gao, Frazier N. Baker, Trieu Nguyen et al. · 0 citations
Jul 2026

Generating Developable 3D Molecules via Pocket-Conditioned Diffusion and Property-Aware Optimization

Drug discovery and development is time-consuming and resource-intensive, motivating computational approaches such as diffusion models for de novo drug design. Many such models follow the structure-based drug design (SBDD) paradigm, generating molecules to fit a target binding pocket. However, existing diffusion-based S...

Ruoxi Gao, Jiangweizhi Peng, Ziqi Chen et al. · 0 citations

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