SafeScientist: Toward Risk-Aware Scientific Discoveries by LLM Agents. - Kunlun Zhu; Jiaxun Zhang; Ziheng Qi; Nuoxing Shang; Zijia Liu; Peixuan Han; Yu Su 001; Haofei Yu; Jiaxuan You (CoRR, 2025)