@inproceedings{anonymous2026turning, title={Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments}, author={Yang, Xiaoyu and Lu, Jie and Duan, Wei and Yu, En}, booktitle={Forty-third International Conference on Machine Learning}, year={2026}, url={https://openreview.net/forum?id=jgebUtw1lA} }