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Showing papers from Assistant Professor, North Carolina State University Show all papers

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NeurIPS 2026North Carolina StateAssistant Professor, North CarolBackdoors & data poisoning

Not Suppressing or Purifying: Backdoor Containment via Expert Quarantine and Shutdown in LLMs

Jianwei Li, Min-Seon Kim, Jung-Eun Kim

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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2/20 AI panelreviewers recommend it

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NeurIPS 2026North Carolina StateAssistant Professor, North CarolTest-time compute

StepBack: Step-Level Error-Localized Resampling for Efficient Test-Time Reasoning

Yang Ouyang, Jung-Eun Kim

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026North Carolina StateAssistant Professor, North CarolBackdoors & data poisoning

Backdoor Purification for LoRA-Tuned LLMs via Null-Space Projection

Null-space projection of LoRA updates removes backdoors from fine-tuned LLMs without retraining or clean data, cutting attack success below 10% while preserving downstream skills.

Jianwei Li, Jung-Eun Kim

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5