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NeurIPS 2026MBZUAI Institute of Foundation MMohamed bin Zayed University of Brigham YoungUC San DiegoU California, San DiegoOptimization

Concise Reasoning Through the Lens of Lagrangian Optimization

Chengqian Gao, Haonan Li, Taylor Killian, Jianshu She and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026CornellGeorgia Institute of TechnologyU Wisconsin-MadisonMBZUAI Institute of Foundation MNVIDIA ResearchLLM pretraining & scaling laws

Continuous Diffusion Scales Competitively with Discrete Diffusion for Language

RePlaid, a continuous diffusion language model aligned with modern discrete architectures, achieves scaling laws rivaling discrete diffusion and sets a continuous diffusion perplexity record of 22.1 on OpenWebText.

Zhihan Yang, Wei Guo, Shuibai Zhang, Subham Sahoo and 4 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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