Author

Ante Jukic

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#natural language process... Preprint Oct 2026

One Block Ahead: Promoting Sampler State in Diffusion Language Models

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 investigate decoding blocks concurrently and propose One Block Ahead (OB...

Yang-Yi Shen, Pin-Jui Ku, Nicolai Oswald et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Large Language Continuous Diffusion Models

Despite the success of discrete diffusion language models (dLMs) for fast parallel decoding, their non-smooth, high-dimensional space hinders trajectory steering for reasoning and inference acceleration. To overcome this, we present Sigma, the first large-scale (3B/8B) continuous dLM built on steerable, low-dimensional...

Zhi-Han Yang, Wei Guo, Jean-Marie Lemercier et al. · 0 citations