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Home/Authors/Maisha Maliha

Maisha Maliha

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Crypto×1AI×1

Frequent co-authors

Vishal Pramanik1×
Susmit Jha1×
Sumit Kumar Jha1×

Research Timeline

2026
Jailbreaking the Matrix: Nullspace Steering for Controlled Model Subversion

The paper introduces Head-Masked Nullspace Steering (HMNS), a novel geometry-aware attack method that achieves state-of-the-art jailbreak success rates by manipulating the internal attention mechanisms of large language models.

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Papers

cs.CRcs.AIRecentApr 11, 2026

Jailbreaking the Matrix: Nullspace Steering for Controlled Model Subversion

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

The paper introduces Head-Masked Nullspace Steering (HMNS), a novel geometry-aware attack method that achieves state-of-the-art jailbreak success rates by manipulating the internal attention mechanism…

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