Papers by Moran Fang
Silencing the Guardrails: Inference-Time Jailbreaking via Dynamic Contextual Representation Ablation (2026.findings-acl)
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| Challenge: | Existing strategies to circumvent safety constraints face significant trade-offs between effectiveness and efficiency. |
| Approach: | They propose a framework that allows to infer model refusal behaviors without expensive parameter updates or training. |
| Outcome: | The proposed framework outperforms baselines in multiple safety-aligned open-source LLMs. |