Author

Kabir Baghel

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Preprint Jul 2026

Curating Same-Family Neural Networks for LLM-Guided Model Improvement: A Controlled Case Study

Direct-copy and negative-control analyses show that gains depend on source-target compatibility and LLM adaptation; stored source accuracy alone does not predict transferability.

Kabir Baghel, R. Timofte, Dmitry Ignatov · 0 citations

Preprint Jul 2026

LLM-Driven Neural Network Generation with Same-Family Architecture Guidance: Disentangling Transfer and Adaptation

Large language models (LLMs) can generate neural-network modifications, but unrestricted generation is often invalid or harmful. This paper studies a narrower setting: improving a weak target model using a stronger same-family source model from a neural-network database. We propose a source-guided candidate-generation...

Kabir Baghel, R. Timofte, Dmitry Ignatov · 0 citations