Hierarchical Budget Policy Optimization for Adaptive Reasoning. - Shangke Lyu; Linjuan Wu; Yuchen Yan; Xingyu Wu; Hao Li; Yongliang Shen 001; Peisheng Jiang; Weiming Lu 001; Jun Xiao 001; Yueting Zhuang (CoRR, 2025)