ChemProps: A RESTful API enabled database for composite polymer name standardization
PulseAugur coverage of ChemProps: A RESTful API enabled database for composite polymer name standardization — every cluster mentioning ChemProps: A RESTful API enabled database for composite polymer name standardization across labs, papers, and developer communities, ranked by signal.
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LeJEPA architecture adapted for molecular graph encoders
Researchers have adapted LeJEPA, a self-supervised pretraining architecture, for molecular graph neural networks to assess its impact on molecular property prediction. While pretraining enhances learned representations,…
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New ML framework benchmarks LNP transfection prediction models
A new machine learning benchmarking framework has been developed to evaluate models predicting lipid nanoparticle (LNP) transfection efficiency. This framework aims to standardize the evaluation of emerging models, whic…
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ElemeNet software package advances molecular machine learning
Researchers have introduced ElemeNet, a comprehensive software package designed to advance molecular machine learning. This new tool supports a wide range of chemical species, including elements up to 100, and offers ad…
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Uncertainty-aware RL enhances chemical language models for drug design
Researchers have developed novel methods to incorporate predictive uncertainty into reinforcement learning for chemical language models (CLMs). These approaches aim to improve the de novo design of molecules by guiding …