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Author

Jon Paul Janet

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#machine learning Preprint Sep 2026

Ensemble-Conditioned Molecular Design

Molecular design is typically approached as a problem of finding molecules which can adopt a single bioactive conformation. In reality, molecules occupy a distribution over conformations, and many of the properties which determine whether a candidate is viable depend on that distribution rather than on any single confo...

Ross Irwin, Alessandro Tibo, Jon Paul Janet et al. · 1 citation
#reinforcement learning Open access Sep 2026

Controllable molecular generation with fine-tuned flow-matching model

Three-dimensional molecular generative models have emerged that produce de novo molecules both unconditionally and conditionally, e.g., within protein pockets. However, steering those models in a specific region of the chemical space that satisfies a set of desired properties remains challenging. In this study, we intr...

Kun-Yu Wang, Jon Paul Janet, Alessandro Tibo · 0 citations

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