arXiv Open Access 2024

On the impact of measure pre-conditionings on general parametric ML models and transfer learning via domain adaptation

Joaquín Sánchez García

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Abstrak

We study a new technique for understanding convergence of learning agents under small modifications of data. We show that such convergence can be understood via an analogue of Fatou's lemma which yields gamma-convergence. We show it's relevance and applications in general machine learning tasks and domain adaptation transfer learning.

Topik & Kata Kunci

stat.ML cs.LG math.OC

Penulis (1)

Joaquín Sánchez García

Format Sitasi

APA MLA BibTeX

García, J.S. (2024). On the impact of measure pre-conditionings on general parametric ML models and transfer learning via domain adaptation. https://arxiv.org/abs/2403.02432

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Informasi Jurnal

Tahun Terbit: 2024
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓