Papers by Kalyan Nakka
BitBypass: A New Direction in Jailbreaking Aligned Large Language Models with Bitstream Camouflage (2026.findings-eacl)
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| Challenge: | Large Language Models (LLMs) have inherent risk of generating harmful and unsafe content. |
| Approach: | They develop a black-box jailbreak attack that leverages hyphen-separated bitstream camouflage to bypass aligned Large Language Models' safety alignment. |
| Outcome: | The proposed attack outperforms state-of-the-art jailbreak attacks in stealthiness and attack success. |