arxivcs.LG2026-07-21
The Mechanism Matters: When Knowledge Graphs Help Reinforcement Learning
Knowledge graphs (KGs) are widely used to inject prior knowledge into reinforcement learning (RL), yet the literature is dominated by single-domain, positive-result method papers, so we lack a systematic account of when KG structure helps an agent, when it is neutral, and when it…