Liu, Y. (2026). The Spectral Lifecycle of Transformer Training: Transient Compression Waves, Persistent Spectral Gradients, and the Q/K--V Asymmetry.
Chicago Style (17th ed.) CitationLiu, Yi. The Spectral Lifecycle of Transformer Training: Transient Compression Waves, Persistent Spectral Gradients, and the Q/K--V Asymmetry. 2026.
MLA (9th ed.) CitationLiu, Yi. The Spectral Lifecycle of Transformer Training: Transient Compression Waves, Persistent Spectral Gradients, and the Q/K--V Asymmetry. 2026.
Warning: These citations may not always be 100% accurate.