@misc{liu2025truly, title={Truly Self-Improving Agents Require Intrinsic Metacognitive Learning}, author={Tennison Liu and Mihaela van der Schaar}, year={2025}, eprint={2506.05109}, archivePrefix={arXiv}, primaryClass={cs.AI}, url={https://arxiv.org/abs/2506.05109} }