RL unknotter, hard unknots and unknotting number

Anne Dranowski, Yura Kabkov, Daniel Tubbenhauer

We develop a reinforcement learning pipeline for simplifying knot diagrams. A trained agent learns move proposals and a value heuristic for navigating Reidemeister moves. The pipel…