@article{focusdllmacceleratinglongcontextdiffusio, title = {Focus-dLLM: Accelerating Long-Context Diffusion LLM Inference via Confidence-Guided Context Focusing}, author = {Lingkun Long and Yushi Huang and Shihao Bai and Ruihao Gong and Jun Zhang and Ao Zhou and Jianlei Yang}, year = {2026}, eprint = {2602.02159}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.02159}, }