Observational analysis reveals enhanced polymer discovery efficiency using reinforcement learning and property prediction in a closed-loop framework.
PolyRL integrates property prediction, polymer generation, reinforcement learning, and molecular dynamics validation into a closed-loop framework for polymer discovery.
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Li et al. (2025) studied this question.
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