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                 <pre class="font-mono text-xs md:text-sm overflow-x-auto p-4 bg-white border border-slate-200 rounded-xl text-slate-600 shadow-sm selection:bg-blue-100">
-@misc{yang2025entropic,
-      title={EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control}, 
-      author={Kai Yang and Xin Xu and Yangkun Chen and Weijie Liu and Jiafei Lyu and Zichuan Lin and Deheng Ye and Saiyong Yang},
-      year={2025},
-      eprint={2511.15248},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2511.15248}, 
+@article{yang2025entropic,
+  title={EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control},
+  author={Yang, Kai and Xu, Xin and Chen, Yangkun and Liu, Weijie and Lyu, Jiafei and Lin, Zichuan and Ye, Deheng and Yang, Saiyong},
+  journal={arXiv preprint arXiv:2511.15248},
+  year={2025}
 }</pre>
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