Skip to content

Author

Nicholas Oh

We have 1 of 1 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Jul 2026

Complexity-Guided Component-wise Initialization for Language Model Pretraining

It is suggested that pretrained spectra are useful diagnostics of trained model structure, but that effective reuse likely requires preserving richer information than component-wise scale and singular-value shape, while coarse spectral matching alone is not a reliable optimization strategy.

Konstantin Garbers, Nicholas Oh · 0 citations