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Jianghai Yu

2 accepted papers

2026

Automatic Dialectic Jailbreak: A Framework for Generating Effective Jailbreak Strategies

ICLR 2026poster

Large language models (LLMs) can be jailbroken to produce malicious or unethical content with embedded jailbreaking prompts. Unfortunately, current jailbreak attack techniques suffer from adaptability issues due to reliance on the fixed evaluation models and incapability problems of surviving from a…

Cited by 0SourceScholar
2026

Structured Multi-step Jailbreaking under a Hamiltonian Generative Formulation

ICML 2026poster

Recent work shows that even safety aligned large language models (LLM) can be pushed into unsafe behavior by carefully crafted jailbreak prompts. Existing jailbreaking attack methods often rely on disfluent or incoherent prompts, which limit their success and make them easy to detect. We introduce S…

Cited by 0SourceScholar