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@@ -46,11 +46,14 @@ flipped to MG2's (`mouse[0] > 0 = look-up`) at encoding time.
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  ## Citation
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  ```bibtex
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- @misc{forgewm2026,
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- title={ForgeWM: A Reproducible Training Recipe for Action-Controllable World Models},
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- author=ForgeWM Team,
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- year={2026},
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- url={https://github.com/asdfo123/ForgeWM}
 
 
 
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  }
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  ```
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  ## Citation
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  ```bibtex
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+ @misc{li2026forgewm,
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+ title = {ForgeWM: Progressive Causal Training for Few-Step
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+ Action-Conditioned Video World Models},
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+ author = {Xinye Li and Lingshuai Lin and Lei Wang and Liuzhou Zhang and
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+ Jialin Cui and Qingshan Li and Guanchu Wang and Qingbin Liu and
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+ Xi Chen and Jiang Bian and Wai Lam},
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+ year = {2026},
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+ url = {https://github.com/asdfo123/ForgeWM}
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  }
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  ```
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