HiPO: Hierarchical Preference Optimization for Adaptive Reasoning in LLMs. - Darsh Kachroo; Adriana Caraeni; Arjun Prasaath Anbazhagan; Brennan Lagasse; Kevin Zhu (CoRR, 2026)