@article{carlcriticalityawareagenticreinforcement, title = {CARL: Criticality-Aware Agentic Reinforcement Learning}, author = {Leyang Shen and Yang Zhang and Chun Kai Ling and Xiaoyan Zhao and Tat-Seng Chua}, year = {2025}, eprint = {2512.04949}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.04949}, }