PharmAgent: Constraint-Aware Search with Frozen Language Models for Molecular Optimization
The exact identity that characterizes how accepted-state violations accumulate in the controller's multipliers is derived, and the full system leads every ablation variant in target quality, property-adjusted performance, and Pareto hypervolume.
Ni-Hui Shao, Guan-Xing Chen, Ji-Long Shi et al.
· 0 citations