Pith. sign in

Structured denoising diffusion models in discrete state-spaces

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

citation-role summary

background 1

citation-polarity summary

fields

cs.CL 1

years

2025 1

verdicts

REJECT 1

roles

background 1

polarities

background 1

representative citing papers

Discrete Diffusion Models for Language Generation

cs.CL · 2025-07-02 · reject · novelty 3.0

This thesis reports an empirical D3PM versus autoregressive comparison on WikiText-103, but the claimed speed advantage is unsupported because the speed numbers duplicate NLL values.

citing papers explorer

Showing 1 of 1 citing paper.

  • Discrete Diffusion Models for Language Generation cs.CL · 2025-07-02 · reject · none · ref 1

    This thesis reports an empirical D3PM versus autoregressive comparison on WikiText-103, but the claimed speed advantage is unsupported because the speed numbers duplicate NLL values.