Author

Rowan Martnishn

2 papers indexed here

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.

#machine learning Jun 2026

Layer-wise Derivative Controlled Networks Achieve Competitive Accuracy and Gradient Stability Across Data Regimes

These results establish that layer-wise derivative control induces a structural inductive bias toward low-frequency, stable representations that generalizes robustly across tabular and NLP domains, data volumes, and representation qualities.

Rowan Martnishn · arXiv.org · 0 citations

#machine learning Preprint Jun 2026

Pre-Warm: Initializing Convolutional Filters from First-Batch Patch Dictionaries

Pre-Warm, the proposed methodology, is the rule-based use of both dictionaries: the patch count follows the filter count and a foreground density, both dictionaries are built from a single minibatch, and whichever of principal components or k-means better reconstructs those patches is written into the first half of the...

Rowan Martnishn · 0 citations