Liu, H.; Sun, Z.; Wei, T.; Wang, Y.; Zhu, J.; Qu, X. Diagnostic-Guided Dynamic Profile Optimization for LLM-Based User Simulators in Sequential Recommendation. AAAI 2026, 40, 15306-15314.