TwistedMerge: Certified Higher-Order Diagnostics and Abstention for Model Merging

Ting Gong, Shitan Xu

Model merging combines independently trained or fine-tuned models, but pairwise alignability does not imply globally consistent alignment. We formulate merging as a finite descent…