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cs.LG2025
A Conformation-Centric Generative Foundation Model for Linear Polymer Modeling and Design
Fanmeng Wang, Ruochao Wang, Shan Mei +5
Linear polymers, macromolecules formed from monomers covalently bonded into continuous chains, underpin countless technologies and are indispensable to modern life. While deep lear…
cond-mat.soft2025
PolyConf: Unlocking Polymer Conformation Generation through Hierarchical Generative Models
Fanmeng Wang, Wentao Guo, Qi Ou +4
Polymer conformation generation is a critical task that enables atomic-level studies of diverse polymer materials. While significant advances have been made in designing conformati…
cs.LG2025
Learning Structure-enhanced Temporal Point Processes with Gromov-Wasserstein Regularization
Qingmei Wang, Fanmeng Wang, Bing Su +1
Real-world event sequences are often generated by different temporal point processes (TPPs) and thus have clustering structures. Nonetheless, in the modeling and prediction of even…