@misc{li2026ktft, title = {{KTransformers-FineTune: Beyond Offload with Layout-Aware and Schedule-Optimized Heterogeneous MoE Fine-Tuning}}, author = {Li, Peilin and Hao, Xingxing and Chen, Hongtao and Xie, Weiyu and Zheng, Yaowei and Wu, Bowen and Yang, Yujie and Shen, Huanming and Ou, Qingliang and Zhang, Boxin and Tang, Jingqi and Yuan, Ziwei and Dong, Jianwei and Kuang, Dongdong and Feng, Zhangchi and Dai, Jiaheng and Yang, Qianrui and Chen, Shaoyuan and Wang, Jiahao and Han, Yaochen and Zhu, Yuening and Liao, Jiaqi and Chen, Xianglin and Ai, Zhiyuan and Wu, Yongwei and Zhang, Mingxing}, year = {2026}, note = {Author preprint, version paper-ktft-v1.1}, howpublished = {Author preprint, GitHub}, url = {https://github.com/kvcache-ai/ktransformers/tree/paper-ktft-v1.1/papers/kt-ft} }