2026
GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
ICML 2026poster
Designing genetic circuits, which are biological systems capable of programmed behaviors within living cells, remains a laborious, expert-driven process despite decades of progress in synthetic biology. We introduce GenCircuit-RL, a reinforcement learning framework that trains language models to rea…