Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization

Researchers developed a new mathematical framework called Curvature-Weighted Capacity Allocation that optimizes large language model performance by identifying which layers contribute most to loss reduction. The method uses the Minimum Description Length principle to make principled decisions about layer pruning and capacity allocation under hardware constraints.