31 citations · 82 across the 6 of their papers we have counts for
Showing 2022 · cs.LGShow all
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cs.LG2022★ 4 cited
Neural Message Passing for Objective-Based Uncertainty Quantification and Optimal Experimental Design
Qihua Chen, Xuejin Chen, Hyun-Myung Woo +1
Various real-world scientific applications involve the mathematical modeling of complex uncertain systems with numerous unknown parameters. Accurate parameter estimation is often p…
cs.LG2022★ 31 cited
Multi-Objective Latent Space Optimization of Generative Molecular Design Models
A N M Nafiz Abeer, Nathan Urban, M Ryan Weil +2
Molecular design based on generative models, such as variational autoencoders (VAEs), has become increasingly popular in recent years due to its efficiency for exploring high-dimen…