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Preprint Aug 2026

Aggregation-Aware Synthetic Text Generation Against Authorship Re-Identification

Online users often release multiple texts under the same identity, giving attackers an author profile that can reveal more than any single text. Existing authorship obfuscation methods optimize privacy independently for each document, leaving them blind to cross-document correlations that make aggregation dangerous. We...

Qian Ma, A. Squicciarini, Sarah Rajtmajer · 0 citations
#artificial intelligence Preprint Apr 2025

How to Backdoor Image Knowledge Distillation

The results demonstrate that a clean teacher alone is not a sufficient safeguard: poisoned distillation data can produce a strongly backdoored student while maintaining competitive performance on clean images.

Qian Ma, Chen Wu, P. Mitra et al. · 3 citations

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