@article{metattrlametacognitiveframeworkforselfim, title = {Meta-TTRL: A Metacognitive Framework for Self-Improving Test-Time Reinforcement Learning in Unified Multimodal Models}, author = {Lit Sin Tan and Junzhe Chen and Xiaolong Fu and Lichen Ma and Junshi Huang and Jianzhong Shi and Yan Li and Lijie Wen}, year = {2026}, eprint = {2603.15724}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.15724}, }