DepCap enhances diffusion language model inference with adaptive block-wise decoding, boosting speed up to 5.63x while maintaining high-quality output.
Discover how denoising irreversibility exposes vulnerabilities in diffusion language models and explore strategies to enhance AI safety and robustness.