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News/One Block Ahead: Promoting Sampler State in Diffusion Language Models
arxiv
PublishedOctober 15, 2026 at 4:00 AM

One Block Ahead: Promoting Sampler State in Diffusion Language Models

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arXiv:2610.19510v1 Announce Type: new Abstract: Block-diffusion language models denoise a whole block of token positions in parallel so each forward pass can emit many tokens. However, blocks are still denoised in strict sequence, a cost that within-block acceleration leaves untouched. Here, we inve

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