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@@ -58,5 +58,13 @@ Decoding: static (one token per step)
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  ## Citation
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  ```bibtex
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- [FILL: BibTeX once the paper/arXiv is up]
 
 
 
 
 
 
 
 
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  ```
 
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  ## Citation
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  ```bibtex
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+ @misc{su2026dataefficientautoregressivetodiffusionlanguagemodels,
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+ title={Data-Efficient Autoregressive-to-Diffusion Language Models via On-Policy Distillation},
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+ author={Xingyu Su and Jacob Helwig and Shubham Parashar and Atharv Chagi and Lakshmi Jotsna and Degui Zhi and James Caverlee and Dileep Kalathil and Shuiwang Ji},
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+ year={2026},
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+ eprint={2606.06712},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2606.06712},
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+
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  ```