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20222026
most citedMembership Inference on Text-to-Image Diffusion Models via Conditional Likelihood Discrepancy

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cs.LG2025

DMark: Order-Agnostic Watermarking for Diffusion Large Language Models

Linyu Wu, Linhao Zhong, Wenjie Qu +5

Diffusion large language models (dLLMs) offer faster generation than autoregressive models while maintaining comparable quality, but existing watermarking methods fail on them due…