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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…
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…
cs.LG2024★ 3 cited
MMPolymer: A Multimodal Multitask Pretraining Framework for Polymer Property Prediction
Fanmeng Wang, Wentao Guo, Minjie Cheng +3
Polymers are high-molecular-weight compounds constructed by the covalent bonding of numerous identical or similar monomers so that their 3D structures are complex yet exhibit unign…