@article{driftdecoupledrolloutsandimportanceweigh, title = {DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization}, author = {Jian Mu and Tianyi Lin and Chengwei Qin and Zhongxiang Dai and Yao Shu}, year = {2026}, eprint = {2605.31455}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.31455}, }