Trust in LLM-controlled Robotics: a Survey of Security Threats, Defenses and Challenges. - Xinyu Huang; Shyam Karthick V. B; Taozhao Chen; Mitch Bryson; Thomas Chaffey 002; Huaming Chen; Kim-Kwang Raymond Choo; Ian R. Manchester (CoRR, 2026)