WALKSAFE: Risk-aware Graph Random Walk with Bi-GRPO for LLM Safety. - Shilong Pan; Zhiliang Tian; Wanlong Yu; Zhen Huang 006; Qingyu Qiu; Zihan Chen; Zhonghao Sun 001; Minlie Huang; Dongsheng Li 001 (AAAI, 2026)