"diffusion language models" Papers

10 papers found

Beyond Autoregression: Fast LLMs via Self-Distillation Through Time

Justin Deschenaux, Caglar Gulcehre

ICLR 2025arXiv:2410.21035
29
citations

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Marianne Arriola, Aaron Gokaslan, Justin Chiu et al.

ICLR 2025arXiv:2503.09573
197
citations

CFP-Gen: Combinatorial Functional Protein Generation via Diffusion Language Models

Junbo Yin, Chao Zha, Wenjia He et al.

ICML 2025arXiv:2505.22869
4
citations

Diffusion Beats Autoregressive in Data-Constrained Settings

Mihir Prabhudesai, Mengning Wu, Amir Zadeh et al.

NEURIPS 2025arXiv:2507.15857
26
citations

dKV-Cache: The Cache for Diffusion Language Models

Xinyin Ma, Runpeng Yu, Gongfan Fang et al.

NEURIPS 2025arXiv:2505.15781
79
citations

Encoder-Decoder Diffusion Language Models for Efficient Training and Inference

Marianne Arriola, Yair Schiff, Hao Phung et al.

NEURIPS 2025arXiv:2510.22852
6
citations

Energy-Based Diffusion Language Models for Text Generation

Minkai Xu, Tomas Geffner, Karsten Kreis et al.

ICLR 2025arXiv:2410.21357
55
citations

MRO: Enhancing Reasoning in Diffusion Language Models via Multi-Reward Optimization

Chenglong Wang, Yang Gan, Hang Zhou et al.

NEURIPS 2025arXiv:2510.21473
1
citations

Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Zemin Huang, Zhiyang Chen, Zijun Wang et al.

NEURIPS 2025arXiv:2505.10446
37
citations

Theoretical Benefit and Limitation of Diffusion Language Model

Guhao Feng, Yihan Geng, Jian Guan et al.

NEURIPS 2025arXiv:2502.09622
29
citations