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Mingyi Xue
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Scienceagentbench: Toward rigorous assessment of language agents for data-driven scientific discovery
Z Chen, S Chen, Y Ning, Q Zhang, B Wang, B Yu, Y Li, Z Liao, C Wei, Z Lu, ...
arXiv preprint arXiv:2410.05080, 2024
113*2024
GraphVAMPnets for uncovering slow collective variables of self-assembly dynamics
B Liu, M Xue, Y Qiu, KA Konovalov, MS O’Connor, X Huang
The Journal of Chemical Physics 159 (9), 2023
332023
An efficient path classification algorithm based on variational autoencoder to identify metastable path channels for complex conformational changes
Y Qiu, MS O’Connor, M Xue, B Liu, X Huang
Journal of chemical theory and computation 19 (14), 4728-4742, 2023
242023
FeatureDock for protein-ligand docking guided by physicochemical feature-based local environment learning using transformer
M Xue, B Liu, S Cao, X Huang
npj Drug Discovery 2 (1), 4, 2025
132025
Memory kernel minimization-based neural networks for discovering slow collective variables of biomolecular dynamics
B Liu, S Cao, JG Boysen, M Xue, X Huang
Nature Computational Science, 1-10, 2025
42025
AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists
Y Li, HN Moussa, Z Chen, S Chen, B Yu, M Xue, B Burns, TY Chiu, V Dey, ...
arXiv preprint arXiv:2506.08140, 2025
32025
ChemPLAN-Net: A deep learning framework to find novel inhibitor fragments for proteins
MA Suarez Vasquez, M Xue, JH Lam, EC Goonetilleke, X Gao, X Huang
bioRxiv, 2021.08. 08.455375, 2021
12021
ScholarEval: Research Idea Evaluation Grounded in Literature
HN Moussa, PQ Da Silva, D Adu-Ampratwum, A East, Z Lu, N Puccetti, ...
arXiv preprint arXiv:2510.16234, 2025
2025
Machine Learning in Chemistry: A Data Centred, Hands-on Introductory Machine Learning Course for Undergraduate Students
M Xue, B Liu, X Huang
2025
Feature-Based Deep Learning Approaches to Facilitate Drug Discovery
M Xue
The University of Wisconsin-Madison, 2025
2025
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Articles 1–10