Update README.md

README.md

@@ -167,6 +167,47 @@ backend is usually a better choice.
 - Two video backends are available via `processor(..., video_backend=...)`: **`"frames"`** (default, uniform sampling) and **`"codec"`** (canvas packing via `cv-preinfer`, requires `codec-video-prep` + `ffmpeg`).
 - Inference was validated to be bit-exact at the pixel level and prefix-identical at the token level against the original reference implementation, on both backends.
 
+## Citation
+
+If you find **LLaVA-OneVision-2** useful in your research, please cite the following paper:
+
+```bibtex
+@misc{an2026llavaonevision2nextgenerationperceptualintelligence,
+  title         = {LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence},
+  author        = {Xiang An and Yin Xie and Feilong Tang and Yunyao Yan and Huajie Tan and Didi Zhu and Changrui Chen and Xiuwei Zhao and Bin Qin and Kaicheng Yang and Yifei Shen and Yuanhan Zhang and Kaichen Zhang and Wenkang Zhang and Zheng Cheng and Nansen Zhang and Chunsheng Wu and Chunjiang Ge and Zimin Ran and Dehua Song and Chunyuan Li and Shikun Feng and Ming Hu and Zhangquan Chen and Junbo Niu and Bo Li and Ziyong Feng and Ziwei Liu and Zongyuan Ge and Jiankang Deng},
+  year          = {2026},
+  eprint        = {2605.25979},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2605.25979}
+}
+```
+
+```bibtex
+@misc{an2025llavaonevision15fullyopenframework,
+  title         = {LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training},
+  author        = {Xiang An and Yin Xie and Kaicheng Yang and Wenkang Zhang and Xiuwei Zhao and Zheng Cheng and Yirui Wang and Songcen Xu and Changrui Chen and Didi Zhu and Chunsheng Wu and Huajie Tan and Chunyuan Li and Jing Yang and Jie Yu and Xiyao Wang and Bin Qin and Yumeng Wang and Zizhen Yan and Ziyong Feng and Ziwei Liu and Bo Li and Jiankang Deng},
+  year          = {2025},
+  eprint        = {2509.23661},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2509.23661}
+}
+```
+
+```bibtex
+@misc{tang2026onevisionencodercodecalignedsparsityfoundational,
+  title         = {OneVision-Encoder: Codec-Aligned Sparsity as a Foundational Principle for Multimodal Intelligence},
+  author        = {Feilong Tang and Xiang An and Yunyao Yan and Yin Xie and Bin Qin and Kaicheng Yang and Yifei Shen and Yuanhan Zhang and Chunyuan Li and Shikun Feng and Changrui Chen and Huajie Tan and Ming Hu and Manyuan Zhang and Bo Li and Ziyong Feng and Ziwei Liu and Zongyuan Ge and Jiankang Deng},
+  year          = {2026},
+  eprint        = {2602.08683},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2602.08683}
+}
+```
+
+
 ## License
 
 Apache-2.0 (model weights and code in this repository). The Qwen3-8B base is subject to its own license — see [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B).