Author

Saurabh Yadav

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Jul 2026

Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models

While highly stochastic DLM loss landscapes naturally resist gradient-based adversarial suffixes, they provide no guaranteed defense against natural noise, proving that everyday robustness is weight-dependent rather than inherently architectural.

Saurabh Yadav, B. N. Patro, V. Agneeswaran · arXiv.org · 0 citations