StyleShield uses flow matching in continuous token embeddings with a DiT backbone to achieve 94.6% evasion on trained detectors and over 99% on unseen ones in Chinese benchmarks, with 0.928 semantic similarity, plus a RateAudit method to arbitrarily control detection rates.
ICLR , year=
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
StyleShield: Exposing the Fragility of AIGC Detectors through Continuous Controllable Style Transfer
StyleShield uses flow matching in continuous token embeddings with a DiT backbone to achieve 94.6% evasion on trained detectors and over 99% on unseen ones in Chinese benchmarks, with 0.928 semantic similarity, plus a RateAudit method to arbitrarily control detection rates.