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Deepfake network architecture attribution

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cs.CV 1

years

2026 1

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UNVERDICTED 1

representative citing papers

IncreFA: Breaking the Static Wall of Generative Model Attribution

cs.CV · 2026-04-20 · unverdicted · novelty 6.0

IncreFA uses hierarchical constraints with learnable orthogonal priors and a latent memory bank to enable continual adaptation for attributing images to new generative models, reporting SOTA accuracy and 98.93% unseen detection on a 28-model benchmark.

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  • IncreFA: Breaking the Static Wall of Generative Model Attribution cs.CV · 2026-04-20 · unverdicted · none · ref 65

    IncreFA uses hierarchical constraints with learnable orthogonal priors and a latent memory bank to enable continual adaptation for attributing images to new generative models, reporting SOTA accuracy and 98.93% unseen detection on a 28-model benchmark.