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Home/Authors/Tapadhir Das

Tapadhir Das

1 indexed paper

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Publications per year

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26

Top categories

Crypto×1

Frequent co-authors

Becky Mashaido1×

Research Timeline

2026
On the Geometric Limits of Transformer Defenses against Obfuscation Attacks: Latent Embedding Collapse & Performance Robustness Gap

The paper demonstrates that high detection performance against obfuscated prompts does not guarantee representational robustness, identifying a phenomenon called latent embedding collapse.

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Papers

cs.CRRecentMay 18, 2026

On the Geometric Limits of Transformer Defenses against Obfuscation Attacks: Latent Embedding Collapse & Performance Robustness Gap

Becky Mashaido, Tapadhir Das

The paper demonstrates that high detection performance against obfuscated prompts does not guarantee representational robustness, identifying a phenomenon called latent embedding collapse.

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