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ICLR 2026First author

Jailbreaking the Matrix: Nullspace Steering for Controlled Model Subversion

Vishal Pramanik, Maisha Maliha, Susmit Jha, Sumit Kumar Jha

Studying how interventions in internal representation spaces expose vulnerabilities in language-model safety.

Research overview for nullspace-steering
Research overview · Jailbreaking the Matrix: Nullspace Steering for Controlled Model Subversion

The research question

What do internal interventions reveal about model safety?

Research summary

This work studies controlled model subversion through nullspace interventions. It connects internal representation analysis with language-model security evaluation and the study of jailbreak vulnerabilities.

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