From Complex Dynamics to DynFormer: Rethinking Transformers for PDEs.

Dewu Yang

Pengyu Lai Yixiao Chen Dewu Yang Rui Wang Feng Wang Hui Xu From Complex Dynamics to DynFormer: Rethinking Transformers for PDEs. 2026 March abs/2603.03112 CoRR https://doi.org/10.48550/arXiv.2603.03112 db/journals/corr/corr2603.html#abs-2603-03112 streams/journals/corr

Jing Wang Zheng Li Pengyu Lai Rui Wang Di Yang Dewu Yang Hui Xu Insights into Multiscale Complexity: from Macroscopic Patterns to Microscopic Simulations via Deep Learning. 2024 abs/2402.05067 CoRR https://doi.org/10.48550/arXiv.2402.05067 db/journals/corr/corr2402.html#abs-2402-05067

Heping Zhang Dewu Yang Haiyuan Yao Decomposition theorem on matchable distributive lattices. 239-248 2014 166 Discret. Appl. Math. https://doi.org/10.1016/j.dam.2013.09.008 db/journals/dam/dam166.html#ZhangYY14

Qian Dong Guoqing Chen Qingkai Liu Zhaohui Ren Dewu Yang Nan Cui Xiaojin Zhu 0001 Xu Zhang Analysis of functional restoration of the lower urinary tract after spinal cord injury using functional electrical stimulation on pudendal nerve. 716-720 2012 BMEI https://doi.org/10.1109/BMEI.2012.6512935 conf/bmei/2012 db/conf/bmei/bmei2012.html#DongCLRYCZZ12

Heping Zhang Haiyuan Yao Dewu Yang A min-max result on outerplane bipartite graphs. 199-205 2007 20 Appl. Math. Lett. 2 https://doi.org/10.1016/j.aml.2006.03.014 db/journals/appml/appml20.html#ZhangYY07

Guoqing Chen Yixiao Chen Nan Cui Qian Dong Pengyu Lai Zheng Li Qingkai Liu Zhaohui Ren Feng Wang Jing Wang Rui Wang Hui Xu Di Yang Haiyuan Yao Heping Zhang Xu Zhang Xiaojin Zhu 0001