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Home/Authors/Jannatul Ferdaus

Jannatul Ferdaus

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

ML×1AI×1Crypto×1

Frequent co-authors

Ismail Hossain1×
Sai Puppala1×
Md Jahangir Alam1×
Yoonpyo Lee1×
Syed Bahauddin Alam1×
Sajedul Talukder1×

Research Timeline

2026
When Safety Geometry Collapses: Fine-Tuning Vulnerabilities in Agentic Guard Models

The paper demonstrates that fine-tuning safety guard models on benign data can catastrophically collapse their safety alignment, proposing Fisher-Weighted Safety Subspace Regularization (FW-SSR) to actively maintain safety geometry.

Highlighted terms show continued research focus across papers

Papers

cs.LGcs.AIcs.CRRecentApr 8, 2026

When Safety Geometry Collapses: Fine-Tuning Vulnerabilities in Agentic Guard Models

Ismail Hossain, Sai Puppala, Jannatul Ferdaus, Md Jahangir Alam +3 more

The paper demonstrates that fine-tuning safety guard models on benign data can catastrophically collapse their safety alignment, proposing Fisher-Weighted Safety Subspace Regularization (FW-SSR) to ac…

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