APA (7th ed.) Citation

Liu, X., Hsiung, L., Yang, Y., & Yan, Y. (2025). Spectral Insights into Data-Oblivious Critical Layers in Large Language Models.

Chicago Style (17th ed.) Citation

Liu, Xuyuan, Lei Hsiung, Yaoqing Yang, and Yujun Yan. Spectral Insights into Data-Oblivious Critical Layers in Large Language Models. 2025.

MLA (9th ed.) Citation

Liu, Xuyuan, et al. Spectral Insights into Data-Oblivious Critical Layers in Large Language Models. 2025.

Warning: These citations may not always be 100% accurate.