H. Liu, Z. Sun, T. Wei, Y. Wang, J. Zhu, and X. Qu, “Diagnostic-Guided Dynamic Profile Optimization for LLM-based User Simulators in Sequential Recommendation”, AAAI, vol. 40, no. 18, pp. 15306–15314, Mar. 2026.