Author

Thomas S. Paula

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#machine learning Jun 2026

Continual Learning for Sequential Personalization of Small Language Models: A Stability Monitoring Analysis

It is shown that lightweight reference set distributional diagnostics can reveal model-specific instability patterns during sequential LoRA personalization of SLMs, including cases where task-level metrics alone hide harmful adaptation.

Thomas S. Paula, L. Kupssinskü, Rodrigo C. Barros · arXiv.org · 0 citations