Before revision:  However, the sparse reward signals offered by the KG during a traversal are often insufficient to guide a sophisticated  reinforcement learning (RL) model.
After revision:  However, the sparse reward signals offered by the KG during a traversal are often insufficient to guide a sophisticated walk-based reinforcement learning (RL) model.