作者位次 #3/6ICLR 2026Poster· Social Aspects / Trustworthy Machine Learning
Robust LLM Unlearning via Post Judgment and Multi-round Thinking
Xinrui Chen · Xu Cao · Jianhao Zhang · Pinlong Zhao · Di Gao · Ou Wu
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Xinrui Chen · Xu Cao · Jianhao Zhang · Pinlong Zhao · Di Gao · Ou Wu
Shuxin Liu · Jianhao Zhang
LLMs have static pre-trained knowledge, leading to obsolescence and hallucinations. Knowledge Editing (KE) addresses these issues and typically requires multi-layer modifications. However, existing state-of-the-art methods, largely following the Locate–Select–Assign–Edit (LSAE) paradigm, rely on...
qing liu · Jianhao Zhang · Ou Wu · Michael Ng · Yi Du
Knowledge editing is a crucial technique for daily updates in LLMs, requiring a balance between accurately modifying incorrect knowledge and preserving existing information. The recently proposed AlphaEdit method achieves competitive editing performance by updating parameters under null-space con...