CSF is the first black-box method to attribute fine-tuned text-to-image models to original lineages via compositional semantic probes and Bayesian decisions across multiple model families.
Diffusetrace: A transparent and flexible watermarking scheme for latent diffusion model
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FedOT introduces chunked watermarks plus latent vector transformation to enable ownership verification, client tracing, and resistance to VAE replacement attacks in federated LDMs.
W-IR is the first watermarking framework to combine certified robustness via randomized smoothing in pixel and coordinate spaces with identity leakage mitigation via residual information loss minimization.
citing papers explorer
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CSF: Black-box Fingerprinting via Compositional Semantics for Text-to-Image Models
CSF is the first black-box method to attribute fine-tuned text-to-image models to original lineages via compositional semantic probes and Bayesian decisions across multiple model families.
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FedOT: Ownership Verification and Leakage Tracing via Watermarks for Federated LDMs
FedOT introduces chunked watermarks plus latent vector transformation to enable ownership verification, client tracing, and resistance to VAE replacement attacks in federated LDMs.
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"Training robust watermarking model may hurt authentication!'' Exploring and Mitigating the Identity Leakage in Robust Watermarking
W-IR is the first watermarking framework to combine certified robustness via randomized smoothing in pixel and coordinate spaces with identity leakage mitigation via residual information loss minimization.