# CaLR: Causal Latent Revision for Robust Diffusion Reasoning

**Published:** September 22, 2026
**Author:** Wei Cai, Jian Zhao, Yuchen Yuan, Xuelong Li
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.20981)

**Tags:** #arXiv

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