Trust but Verify: Designing Region-Inhomogeneous Forward Dynamics for Discrete Diffusion

Continuous diffusion treats the forward process as a design space; discrete language diffusion often uses absorbing corruption, leaving context fully trusted throughout generation. This makes trust binary: corrupted context is copied as ground truth, propagating errors into generated spans.