Paper introduces uncertainty-guided surrogate for microfluidic droplet generator inverse design
Neural ensemble surrogates with targeted enrichment and PSO achieve nearly doubled accuracy for optimizing microdroplet devices.
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Neural ensemble surrogates with targeted enrichment and PSO achieve nearly doubled accuracy for optimizing microdroplet devices.
On Rfam, the authors say the agents beat prior methods on success rate and design speed and generalize without extra training.
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