Update README.md

README.md

@@ -634,8 +634,10 @@ The following publications by other research groups use this library:
 - Pratyush Patel, Esha Choukse, Chaojie Zhang, Íñigo Goiri, Brijesh Warrier, Nithish Mahalingam, Ricardo Bianchini. "[POLCA: Power Oversubscription in LLM Cloud Providers](https://arxiv.org/abs/2308.12908)." In _arXiv preprint_, 2023.
 - Junqi Yin, Sajal Dash, John Gounley, Feiyi Wang, and Georgia Tourassi. "[Evaluation of pre-training large language models on leadership-class supercomputers](https://link.springer.com/article/10.1007/s11227-023-05479-7)." In _the Journal of Supercomputing_ 79, no. 18, 2023.
 - Tal Kadosh, Niranjan Hasabnis, Vy A. Vo, Nadav Schneider, Neva Krien, Mihai Capota, Abdul Wasay, Nesreen Ahmed, Ted Willke, Guy Tamir, Yuval Pinter, Timothy Mattson, and Gal Oren. "[Domain-Specific Code Language Models: Unraveling the Potential for HPC Codes and Tasks](https://arxiv.org/abs/2312.13322)." In _arXiv preprint_, 2023.
+- Guobin Shen, Dongcheng Zhao, Yiting Dong, Yang Li, Jindong Li, Kang Sun, and Yi Zeng. "[Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling](https://arxiv.org/abs/2312.07625)." In _arXiv preprint_, 2023.
 - Eghbal A. Hosseini, Martin A. Schrimpf, Yian Zhang, Samuel Bowman, Noga Zaslavsky, and Evelina Fedorenko. "[Artificial neural network language models align neurally and behaviorally with humans even after a developmentally realistic amount of training.](https://www.biorxiv.org/content/10.1101/2022.10.04.510681)" In _Neurobiology of Language_, 2024.
 - Xiongye Xiao, Chenyu Zhou, Heng Ping, Defu Cao, Yaxing Li, Yizhuo Zhou, Shixuan Li, and Paul Bogdan. "[Exploring Neuron Interactions and Emergence in LLMs: From the Multifractal Analysis Perspective](https://arxiv.org/abs/2402.09099)." In _arXiv preprint_, 2024.
+- Zhiyuan Zeng, Qipeng Guo, Zhaoye Fei, Zhangyue Yin, Yunhua Zhou, Linyang Li, Tianxiang Sun, Hang Yan, Dahua Lin, and Xipeng Qiu. "[Turn Waste into Worth: Rectifying Top-k Router of MoE](https://arxiv.org/abs/2402.12399)." In _arXiv preprint_, 2024.
 
 ## Models
 The following models were trained using this library:
@@ -647,6 +649,7 @@ The following models were trained using this library:
 - Together.ai's [RedPajama-INCITE (3B and 7B)](https://together.ai/blog/redpajama-models-v1)
 - Carnegie Mellon University's [proofGPT (1.3B and 6.7B)](https://huggingface.co/hoskinson-center/proofGPT-v0.1-6.7B)
 - Dampish's [StellarX (2.8B and 4B)](https://huggingface.co/Dampish/StellarX-4B-V0.2)
+- Chinese Academy of Sciences's [AstroSNN (1.5B)](https://arxiv.org/abs/2312.07625)
 
 ### Non-English LLMs
 - EleutherAI's [Polyglot-Ko (1.3B through 12.8B)](https://github.com/EleutherAI/polyglot) (Korean)