A Unified Generalization Framework for Model Merging: Trade-offs, Non-Linearity, and Scaling Laws

Qinglun Li, Anke Tang, Miao Zhang +3

Model merging efficiently aggregates capabilities from multiple fine-tuned models into a single one, operating purely in parameter space without original data or expensive re-compu…