citation question: which paper to cite?

[witcherofresearch]

Hello, thank you for releasing lightning loras for Qwen-Image-Edit-2509 and 2511. I used these models in my project and which paper should I cite in my paper? Is it Phase-DMD?

[XHPlus]

Thanks for your question. You can directly cite our LightX2V project.

@misc{lightx2v,
author = {LightX2V Contributors},
title = {LightX2V: Light Video Generation Inference Framework},
year = {2025},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/ModelTC/lightx2v}},
}

Besides, the distilled models in our repo are produced via a series of combined techniques. Some of them are summarized as papers:

1. Phased DMD: https://openreview.net/forum?id=zzJTo7ujql
2. SGMD: https://arxiv.org/pdf/2605.30116
3. LightForcing: https://huggingface.co/papers/2602.04789

@inproceedings{2026-iclr-phased-dmd,
author = {Xiangyu Fan and Zesong Qiu and Zhuguanyu Wu and Fanzhou Wang and Zhiqian Lin and Tianxiang Ren and Dahua Lin and Ruihao Gong and Lei Yang},
booktitle = {International Conference on Learning Representations (ICLR)},
title = {Phased DMD: Few-step Distribution Matching Distillation via Score Matching within Subintervals},
url = {https://openreview.net/forum?id=zzJTo7ujql},
year = {2026}
}

@inproceedings{2026-icml-sgmd,
author = {Zhuguanyu Wu and Ruihao Gong and Yang Yong and Yushi Huang and Xiangyu Fan and Lei Yang and Dahua Lin and Xianglong Liu},
booktitle = {International Conference on Machine Learning (ICML)},
title = {SGMD: Score Gradient Matching Distillation for Few-Step Video Diffusion Distillation},
url = {https://openreview.net/forum?id=melQSx2bVT},
year = {2026}
}

@inproceedings{2026-icml-lightforcing,
author = {Chengtao Lv and Yumeng Shi and Yushi Huang and Ruihao Gong and Shen Ren and Wenya Wang},
booktitle = {International Conference on Machine Learning (ICML)},
title = {Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention},
url = {https://openreview.net/forum?id=NixeX51WQA},
year = {2026}
}