Pan, S. et al. 2026. WALKSAFE: Risk-aware Graph Random Walk with Bi-GRPO for LLM Safety. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 38 (Mar. 2026), 32655–32663. DOI:https://doi.org/10.1609/aaai.v40i38.40543.