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Author

Haoran Luo

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Preprint Aug 2026

Trajectory-Guided Forget-Recover Network for Continual LLM Unlearning

Machine unlearning aims to eliminate the influence of sensitive data on a model. In the real world, unlearning requests arrive continually, which gives rise to two challenges. First, an unlearning intervention may redistribute target-related computation across remaining pathways, allowing previously forgotten knowledge...

Zezheng Wu, Xinghe Cheng, Qinggang Zhang et al. · 0 citations
Jul 2026

CAGE: Cognitive Attribution Graphs for Faithful Inline Citation Generation in Long-Form Question Answering

This work proposes CAGE (Cognitive Attribution Graphs for Citation Generation), a two-stage framework that introduces an explicit cognitive attribution map before answer generation, and demonstrates the effectiveness of attribution-space contraction and map-guided citation generation.

Zhichao Yan, Shizhao Li, Jia-Pu Wang et al. · 1 citation

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