Author

A. Balasubramaniam

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#machine learning Feb 2026

GONE: Structural Knowledge Unlearning via Neighborhood-Expanded Distribution Shaping

Graph Oblivion and Node Erasure (GONE), a benchmark for evaluating knowledge unlearning over structured knowledge graph (KG) facts in LLMs, enables the disentanglement of three effects of unlearning: direct fact removal, reasoning-based leakage, and catastrophic forgetting.

Chahana Dahal, A. Balasubramaniam, Zuo-Bin Xiong · arXiv.org · 1 citation