LoRA-Key creates a standalone user-specific Watermark LoRA trained with a latent watermark prior and GOP, attachable via training-free superposition to protect LoRA ownership while preserving quality.
arXiv preprint arXiv:2405.11135 (2024)
2 Pith papers cite this work. Polarity classification is still indexing.
years
2026 2verdicts
UNVERDICTED 2representative citing papers
IREU improves identity unlearning in CPG by offline location of identity features followed by targeted perturbations, outperforming global updates while preserving fidelity for retained identities and generalizing across generators.
citing papers explorer
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LoRA-Key: User-Centric LoRA Watermarking for Text-to-Image Diffusion Models
LoRA-Key creates a standalone user-specific Watermark LoRA trained with a latent watermark prior and GOP, attachable via training-free superposition to protect LoRA ownership while preserving quality.
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IREU: Identity-Related Encoder-Only Unlearning for Customized Portrait Generation
IREU improves identity unlearning in CPG by offline location of identity features followed by targeted perturbations, outperforming global updates while preserving fidelity for retained identities and generalizing across generators.