一作ICML 2026Poster· Deep Learning / Large Language Models
LUGS: Latent-aware Guidance for Efficient Unmasking in Diffusion Large Language Models
Nuanqiao Shan · Kairong Han · Xinpeng Dong · Kun Kuang
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Nuanqiao Shan · Kairong Han · Xinpeng Dong · Kun Kuang
Kairong Han · Nuanqiao Shan · Ziyu Zhao · Zijing Hu · Xinpeng Dong · Ye Jun Jian · Lujia Pan · Fei Wu · Kun Kuang
Autoregressive (AR) language models and Diffusion Language Models (DLMs) constitute the two principal paradigms of large language models. However, both paradigms suffer from insufficient reasoning capabilities. Human reasoning inherently relies on causal knowledge and thought, which are reflected...