Whispers in the Noise: Surrogate-Guided Concept Awakening via a Multi-Agent Framework

In three linesConceptAgent, a training-free multi-agent framework, bypasses concept erasure in diffusion models by exploiting denoising dynamics. The black-box approach awakens suppressed concepts by initializing the denoising trajectory from surrogate-guided noisy states, without access to model parameters.

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