AI simulation of learners — models that stand in for students — is studied in llm-student-simulation-misconception-faithfulness, simulating-learners-java-programming-errors-llms, simulating-learner-task-selection, and history-aware-student-simulation: simulated students enable scalable tutor training and evaluation when fidelity is validated (student-modeling, benchmark).