arxivcs.LGcs.AI2026-07-12
Learning to Fine-tune Foundation Models under Resource Limitations
Thomas Tsouparopoulos, Iordanis Koutsopoulos
We study the problem of optimal continual fine-tuning for a pre-trained Foundation Model deployed at a resource-limited device. At each time slot, a new batch of training data arrives, and the controller is faced with two options: either use the data to fine-tune the model and in…