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Jia-Yin Liu

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#machine learning Preprint Sep 2026

ELF-REG: Scaling Continuous Diffusion Language Models to Reasoning Tasks

This work introduces ELF-REG, which improves learning with representation alignment and entanglement (REPA+REG), where a frozen AR teacher supervises intermediate denoiser features and supplies a global representation that is jointly denoised with the response.

Z. Li, William Chen, Bing-Shuo Qian et al. · 0 citations