Demystifying Low-Rank Knowledge Distillation in Large Language Models: Convergence, Generalization, and Information-Theoretic Guarantees. - Alberlucia Rafael Soarez; Daniel Kim; Mariana Costa; Alejandro Torre (CoRR, 2026)