Author

Jiayu Xin

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#artificial intelligence Preprint Sep 2026

UNBIND: UNlearning By INference-time Directional Steering for Code LLMs

Code large language models acquire programming capabilities from large code corpora, but can also memorize implementations that later require removal. Code unlearning is needed to control their continued reproduction when copyright or security concerns arise. However, targeted and retained code share computational patt...

Zhengyang Shan, Jia-Yu Xin, Yan-Jun Lin et al. · 0 citations

Preprint Aug 2026

OBLIVION: Workflow-Level Operational Skill Unlearning for Deployed Agents

OBLIVION, a controlled benchmark and defense harness for revoked-skill resurrection, and results support workflow-level evaluation beyond checking explicit skill entries support workflow-level evaluation beyond checking explicit skill entries.

Zhengyang Shan, Xuancheng Qian, Jiayu Xin et al. · 0 citations