# CaLR: Causal Latent Revision for Robust Diffusion Reasoning

> 标题为英语

> 全文为英语

**Published:** 2026年9月22日
**Author:** Wei Cai, Jian Zhao, Yuchen Yuan, Xuelong Li
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/calr-causal-latent-revision-for-robust-diffusion-reasoning

Autoregressive (AR) models suffer from local greediness, while diffusion language models (DLMs) often lack the strict causal structure required for reasoning. To combine the advantages and overcome the drawbacks of the dual, we propose Causal Latent Revision (CaLR), a framework…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2609.20981)

**标签：** #arXiv

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