@article{
huang2026adactrl,
title={AdaCtrl: Towards Adaptive and Controllable Reasoning via  Difficulty-Aware Budgeting},
author={Shijue Huang and Hongru WANG and Wanjun Zhong and Zhaochen Su and Jiazhan Feng and Bowen Cao and Yi R. Fung},
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2026},
url={https://openreview.net/forum?id=4J2Ako20V4},
note={}
}