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Seoyeon An

1 accepted papers

2024

Memorization Capacity for Additive Fine-Tuning with Small ReLU Networks

UAI 2024poster

Fine-tuning large pre-trained models is a common practice in machine learning applications, yet its mathematical analysis remains largely unexplored. In this paper, we study fine-tuning through the lens of memorization capacity. Our new measure, the Fine-Tuning Capacity (FTC), is defined as the maxi…

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