LMM-UNet: A lightweight UNet with multi-dilated coordinate enhanced and multi-level mixer for skin lesions segmentation.

Siyuan Huang 0006 Shandong Technology and Business University, School of Computer Science and Technology, Yantai, China https://orcid.org/0009-0008-6579-0185 Siyuan Huang Siyuan Huang 0001 Beijing Institute for General Artificial Intelligence (BIGAI), China University of California, Los Angeles, CA, USA https://orcid.org/0000-0003-1524-7148 https://www.wikidata.org/entity/Q58225557 https://openreview.net/profile?id=~Siyuan_Huang2 https://ieeexplore.ieee.org/author/37086322935 Siyuan Huang 0002 George Washington University, Washington, D.C., USA https://orcid.org/0000-0003-1643-5060 https://www.wikidata.org/entity/Q130955411 Siyuan Huang 0003 Shanghai Jiaotong University, China https://scholar.google.com/citations?user=zw-OiYcAAAAJ https://orcid.org/0009-0005-7963-6590 https://www.wikidata.org/entity/Q130961647 Siyuan Huang 0004 Shanghai Jiao Tong University, China Shanghai AI Lab, China https://siyuanhuang95.github.io/ https://orcid.org/0009-0005-6363-833X Siyuan Huang 0005 Johns Hopkins University, Whiting School of Engineering, MD, USA https://orcid.org/0009-0009-6943-7116

Feiyu Liu Siyuan Huang 0006 Fan Zhang 0045 Yepeng Liu 0003 LMM-UNet: A lightweight UNet with multi-dilated coordinate enhanced and multi-level mixer for skin lesions segmentation. 105833 2026 171 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2025.105833 db/journals/dsp/dsp171.html#LiuHZL26 streams/journals/dsp

Runxuan Xu Siyuan Huang 0006 Yepeng Liu 0003 Future horizon-guided trend projection: A proactive mapping framework for long-term time series forecasting. 2026 116360 348 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2026.116360 db/journals/kbs/kbs348.html#XuHL26 streams/journals/kbs

Siyuan Huang 0006 Yepeng Liu 0003 Fan Zhang 0045 Yue Li Jinjiang Li 0001 Caiming Zhang 0001 CrossWaveNet: A dual-channel network with deep cross-decomposition for Long-term Time Series Forecasting. 121642 2024 March 238 Expert Syst. Appl. Part A https://doi.org/10.1016/j.eswa.2023.121642 db/journals/eswa/eswa238.html#HuangLZLLZ24

Yepeng Liu 0003 Siyuan Huang 0006 Xiaoyi Tian 0002 Fan Zhang 0045 Feng Zhao 0006 Caiming Zhang 0001 A stock series prediction model based on variational mode decomposition and dual-channel attention network. 121708 2024 March 238 Expert Syst. Appl. Part A https://doi.org/10.1016/j.eswa.2023.121708 db/journals/eswa/eswa238.html#LiuHTZZZ24

Siyuan Huang 0006 Yepeng Liu 0003 Haoyi Cui Fan Zhang 0045 Jinjiang Li 0001 Xiaofeng Zhang 0003 Mingli Zhang Cai-ming Zhang 0001 MEAformer: An all-MLP transformer with temporal external attention for long-term time series forecasting. 120605 2024 669 Inf. Sci. https://doi.org/10.1016/j.ins.2024.120605 db/journals/isci/isci669.html#HuangLCZLZZZ24

Siyuan Huang 0006 Yepeng Liu 0003 FL-Net: A multi-scale cross-decomposition network with frequency external attention for long-term time series forecasting. 111473 2024 288 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2024.111473 https://www.wikidata.org/entity/Q128541885 db/journals/kbs/kbs288.html#HuangL24

Haoyi Cui Jinjiang Li 0001 Yue Li Feiyu Liu Yepeng Liu 0003 Xiaoyi Tian 0002 Runxuan Xu Caiming Zhang 0001Cai-ming Zhang 0001 Fan Zhang 0045 Mingli Zhang Xiaofeng Zhang 0003 Feng Zhao 0006