scCycleMol adds a learnable circular cell-cycle head with closed-loop supervision from predicted treated expression, yielding higher r-squared on SciPlex3 gene predictions and improved phase accuracy versus ChemCPA baselines.
MvMRL: a multi-view molecular representation learning method for molecular property prediction.Briefings in Bioinformatics, 25(4):bbae298, 2024
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Modeling Cell-Cycle-Aware Single-Cell Drug Perturbation Responses
scCycleMol adds a learnable circular cell-cycle head with closed-loop supervision from predicted treated expression, yielding higher r-squared on SciPlex3 gene predictions and improved phase accuracy versus ChemCPA baselines.