@article{aresadaptivereasoningeffortselectionfore, title = {Ares: Adaptive Reasoning Effort Selection for Efficient LLM Agents}, author = {Jingbo Yang and Bairu Hou and Wei Wei and Yujia Bao and Shiyu Chang}, year = {2026}, eprint = {2603.07915}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.07915}, }