2 papers
cs.CL2026
SEMA-Auto: Sighted and Efficient Multi-Turn Attack with Autonomy
Mingqian Feng, Xiaodong Liu, Weiwei Yang +8
Existing jailbreak attackers fall into two classes: static planners fix their single- or multi-turn adversarial plans in advance, remaining simple but losing sight of the victim's…
cs.CL2026
SEMA: Simple yet Effective Learning for Multi-Turn Jailbreak Attacks
Mingqian Feng, Xiaodong Liu, Weiwei Yang +4
Multi-turn jailbreaks capture the real threat model for safety-aligned chatbots, where single-turn attacks are merely a special case. Yet existing approaches break under exploratio…