JUMP: Efficient Membership Inference on Fine-Tuned Diffusion Language Models

Yeachan Jun, Albert No

Membership inference attacks (MIAs) test whether a candidate example was used to train a language model. Existing attacks on fine-tuned discrete diffusion language models (dLLMs) o…