Preprint Open access
FedAlphaEdit: Null-Space-Aligned Merging for Collaborative Knowledge Editing
Multiple institutions may each hold their own private knowledge edits and wish to integrate them into a single large language model without sharing raw edit requests. Null-space-constrained editing methods such as AlphaEdit mathematically guarantee that each update leaves unrelated knowledge intact, while collaborative …