BACAM: Behavior-Aware Continual Agent Merging for Multi-Turn Interaction

Excerpt

arXiv:2610.04966v1 Announce Type: new Abstract: Model merging offers a way to integrate the capabilities of specialized experts, but existing agent merging methods typically require all of them to be available at once. We study continual agent merging, which integrates incoming experts sequentially without retaining previously merged experts. Yet merging in parameter space or feature subspaces does not ensure that the merged model acquires an incoming expert's behavior on interaction trajectorie