Revisiting Ripple Effects in Knowledge Editing through Pressure-Aware Joint Neighborhood Optimization 事件

Revisiting Ripple Effects in Knowledge Editing through Pressure-Aware Joint Neighborhood Optimization arXiv:2606.01610v1 Announce Type: new Abstract: Single-edit updates in large language models can trigger ripple effects across local knowledge neighborhoods: desirable propagation to related facts and unintended perturbation of preserved ones. Existing methods address these two effects separately, without explicitly modeling their coupling. We challenge this separation through an analysis of ri