… that machine learning is absolutely better than human intelligence. In fact, machine learning
is … new insight on ML-assisted polymer discovery, including crosslinked polymer networks. …

… important place in polymer materials design and discovery. In … of machine learning in the
design and discovery of polymer … papers about machine learning in polymer materials, the …

… a machine learning (ML) model to establish the polymer's … real homopolymers from the
largest polymer database, PoLyInfo. … of chemical structures for these polymers. Interestingly, the …

… hence properties of the final polymer. Additionally, researchers are … between a polymer and
its environment, polymer aging … design solutions to polymer innovation and discovery. Data-…

… discovery of new polymers with high thermal conductivity, inspired by machine-learning-assisted
polymer … In this study, we demonstrate the successful discovery of new polymers with …

… polymer property prediction (and materials design) via surrogate machine learning models
… With this goal in mind, we have carefully accumulated a dataset of organic polymers whose …

… Initially, discovery of polymers was mainly based on an empirical approach, ie, relying on
many trial-and-error experiments. Accumulation of experimental experiences has led to …

… structure of repeating units and TC was mainly investigated in this work, we explored TC
of single-chain polymers instead of precisely calculating the TC of polymers either in their …

… polymer discovery through ML and an intelligent cloud lab to find new environmentally
friendly polymers … In the machine learning discovery, we use ML on SMILES from databases to …

… of Polymer Genome, including polymer data curation, representation, learning algorithms, …
to demonstrate how Polymer Genome can be used to predict dozens of polymer properties, …