Waqas Khan

Graph-Guided Selective Unlearning for Language Models: Controlling Support Routes Beyond Forget Seeds

GRAPHSU is proposed, a graph-guided controller that expands the deletion scope beyond forget seeds by constructing a weighted support-route graph, propagating deletion pressure through it, and applying graded forgetting strengths to high-risk neighbors, demonstrating that effective enterprise unlearning requires contro...