SMCL: Toward Semi-Supervised Automatic Modulation Recognition via Semantic Mask Contrastive Learning.

Xiaoran Shi

Yu Li 0035 Haoyue Tan Haoqian Miao Zhenxi Zhang Xiaoran Shi Feng Zhou 0001 SMCL: Toward Semi-Supervised Automatic Modulation Recognition via Semantic Mask Contrastive Learning. 2814-2830 2026 jan15 13 IEEE Internet Things J. 2 https://doi.org/10.1109/JIOT.2025.3630897 db/journals/iotj/iotj13.html#LiTMZSZ26 streams/journals/iotj

Haoyue Tan Yu Li 0035 Zhenxi Zhang Yun Lin 0005 Xiaoran Shi Xueru Bai Feng Zhou 0001 Improved Distribution Difference Driven Diffusion Generative Method for AMOSR. 1508-1524 2026 12 IEEE Trans. Cogn. Commun. Netw. https://doi.org/10.1109/TCCN.2025.3613534 db/journals/tccn/tccn12.html#TanLZLSBZ26 streams/journals/tccn

Zhenxi Zhang Haoyue Tan Xiaoran Shi Heng Zhou 0006 Yun Lin 0005 Yu Li 0035 Jiankun Ma Xueru Bai Feng Zhou 0001 A Multi-Level Feature Distribution Learning Method for Automatic Modulation Open-Set Recognition. 2026 5489-5505 12 IEEE Trans. Cogn. Commun. Netw. https://doi.org/10.1109/TCCN.2026.3657035 db/journals/tccn/tccn12.html#ZhangTSZLLMBZ26 streams/journals/tccn

Zhenxi Zhang Haoyue Tan Peiru Li Heng Zhou 0006 Xiaoran Shi Yu Li 0035 Yun Lin 0005 Feng Zhou 0001 An Adversarial Margin Driven Rectified Prototypical Learning Method for Few-Shot Incremental Automatic Modulation Recognition. 850-854 2026 15 IEEE Wirel. Commun. Lett. https://doi.org/10.1109/LWC.2025.3641556 db/journals/wcl/wcl15.html#ZhangTLZSLLZ26 streams/journals/wcl

Quanyou Shen Bowen Zheng Wenhao Li Xiaoran Shi Kun Luo Yuqian Yao Xinyan Li Shidong Lv Jie Tao Qiang Wei MixUNETR: A U-shaped network based on W-MSA and depth-wise convolution with channel and spatial interactions for zonal prostate segmentation in MRI. 106782 2025 181 Neural Networks https://doi.org/10.1016/j.neunet.2024.106782 db/journals/nn/nn181.html#ShenZLSLYLLTW25 streams/journals/nn

Wenhao Li Bowen Zheng Quanyou Shen Xiaoran Shi Kun Luo Yuqian Yao Xinyan Li Shidong Lv Jie Tao Qiang Wei Adaptive window adjustment with boundary DoU loss for cascade segmentation of anatomy and lesions in prostate cancer using bpMRI. 106831 2025 181 Neural Networks https://doi.org/10.1016/j.neunet.2024.106831 db/journals/nn/nn181.html#LiZSSLYLLTW25 streams/journals/nn

Haoyue Tan Zhenxi Zhang Xiaoran Shi Xinyao Yang Yu Li 0035 Xueru Bai Feng Zhou 0001 Few-Shot SAR ATR via Multilevel Contrastive Learning and Dependence Matrix-Based Measurement. 8175-8188 2025 18 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. https://doi.org/10.1109/JSTARS.2025.3549632 db/journals/staeors/staeors18.html#TanZSYLBZ25 streams/journals/staeors

Zhenxi Zhang Dongsheng Bai Weiwei Fan Xiaoran Shi Haoyue Tan Jinbiao Du Xueru Bai Feng Zhou 0001 A Time-Frequency-Aware Hierarchical Feature Optimization Method for SAR Jamming Recognition. 10619-10635 2025 August 61 IEEE Trans. Aerosp. Electron. Syst. 4 https://doi.org/10.1109/TAES.2025.3563141 db/journals/taes/taes61.html#ZhangBFSTDBZ25 streams/journals/taes

Zhizhong Zhang 0003 Xiaoran Shi Xinyi Guo Feng Zhou 0001 A Dual Autoencoder Semantic Feature Fusion-Based Method for Open-Set Recognition of Multifunction Radar Working Modes. 13233-13250 2025 October 61 IEEE Trans. Aerosp. Electron. Syst. 5 https://doi.org/10.1109/TAES.2025.3579772 db/journals/taes/taes61.html#ZhangSGZ25 streams/journals/taes

Xiaoyong Li Jiale Huang Xueru Bai Lei Liu 0014 Xiaoran Shi Feng Zhou 0001 Tuning-Free ISAR Imaging Based on Single-Step Deep Reinforcement Learning With Swin Transformer. 1-13 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3534191 db/journals/tgrs/tgrs63.html#LiHBLSZ25 streams/journals/tgrs

Zhouhong Gu Xingzhou Chen Xiaoran Shi Tao Wang Suhang Zheng Tianyu Li 0007 Hongwei Feng Yanghua Xiao GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization. 282-296 2025 ACL (1) https://doi.org/10.18653/v1/2025.acl-long.13 https://aclanthology.org/2025.acl-long.13/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#GuCSWZLFX25 Yu Li 0035 Xiaoran Shi Haoyue Tan Feng Zhou 0001 Improving Automatic Modulation Long-Tail Recognition with Class-balancing Diffusion Model. GLOBECOM 2025 3280-3286 conf/globecom/2025 https://doi.org/10.1109/GLOBECOM59602.2025.11432661 db/conf/globecom/globecom2025.html#LiSTZ25 streams/conf/globecom Haoyue Tan Yu Li 0035 Zhenxi Zhang Xiaoran Shi Feng Zhou 0001 Enhancing Unlabeled Signal Representation: A Diffusion-Feature-Based Semi-Supervised Framework for AMR. GLOBECOM 2025 6376-6381 conf/globecom/2025 https://doi.org/10.1109/GLOBECOM59602.2025.11432693 db/conf/globecom/globecom2025.html#TanLZSZ25 streams/conf/globecom

Zhouhong Gu Xingzhou Chen Xiaoran Shi Tao Wang Suhang Zheng Tianyu Li 0007 Hongwei Feng Yanghua Xiao GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization. 2025 March abs/2503.20194 CoRR https://doi.org/10.48550/arXiv.2503.20194 db/journals/corr/corr2503.html#abs-2503-20194 streams/journals/corr

Lin Zhang Zhouhong Gu Xiaoran Shi Hongwei Feng Yanghua Xiao RECKON: Large-scale Reference-based Efficient Knowledge Evaluation for Large Language Model. 2025 April abs/2504.00756 CoRR https://doi.org/10.48550/arXiv.2504.00756 db/journals/corr/corr2504.html#abs-2504-00756 streams/journals/corr

Zhouhong Gu Xiaoxuan Zhu Yin Cai Hao Shen Xingzhou Chen Qingyi Wang Jialin Li Xiaoran Shi Haoran Guo Wenxuan Huang 0001 Hongwei Feng Yanghua Xiao Zheyu Ye Yao Hu 0002 Shaosheng Cao AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need. 2025 June abs/2506.15451 CoRR https://doi.org/10.48550/arXiv.2506.15451 db/journals/corr/corr2506.html#abs-2506-15451 streams/journals/corr

Zhenxi Zhang Heng Zhou 0006 Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 0001 Quality-driven deep cross-supervised learning network for semi-supervised medical image segmentation. 108609 2024 176 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2024.108609 db/journals/cbm/cbm176.html#ZhangZSRTZ24

Zihan Guan 0002 Xiaoran Shi Huajing Ying Ruhui Xue Xiaojiao Qiao An empirical study on traditional offline retailer's switching intention towards community-based group buying program: A push-pull-mooring model. 18 2024 December 34 Electron. Mark. 1 https://doi.org/10.1007/s12525-024-00702-6 db/journals/electronicmarkets/electronicmarkets34.html#GuanSYXQ24

Xiaoyu Yan Xiaohong Chen Chunfang Lu Weihua Liu Xiaoran Shi Yu Gong Strategy for sustainable supply chain transformation: a resource orchestration perspective. 2633-2662 2024 124 Ind. Manag. Data Syst. 8 https://doi.org/10.1108/IMDS-11-2023-0877 db/journals/imds/imds124.html#YanCLLSG24 streams/journals/imds

Yu Li 0035 Xiaoran Shi Xiaoning Wang Yongqiang Lu 0005 Peipei Cheng Feng Zhou 0001 Intelligent Detection Method for Satellite TT&C Signals under Restricted Conditions Based on TATR. 1008 2024 March 16 Remote. Sens. 6 https://doi.org/10.3390/rs16061008 db/journals/remotesensing/remotesensing16.html#LiSWLCZ24

Zhizhong Zhang 0003 Xiaoran Shi Xinyi Guo Feng Zhou 0001 TR-RAGCN-AFF-RESS: A Method for Radar Emitter Signal Sorting. 1121 2024 April 16 Remote. Sens. 7 https://doi.org/10.3390/rs16071121 db/journals/remotesensing/remotesensing16.html#ZhangSGZ24

Haoyue Tan Zhenxi Zhang Yu Li 0035 Xiaoran Shi Feng Zhou 0001 Multi-Scale Feature Fusion and Distribution Similarity Network for Few-Shot Automatic Modulation Classification. 2890-2894 2024 31 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2024.3470762 db/journals/spl/spl31.html#TanZLSZ24 streams/journals/spl

Zhenxi Zhang Heng Zhou 0006 Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 0001 An Evidential-Enhanced Tri-Branch Consistency Learning Method for Semi-Supervised Medical Image Segmentation. 1-13 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3488143 db/journals/tim/tim73.html#ZhangZSRTZ24 streams/journals/tim

Haoyue Tan Zhenxi Zhang Yu Li 0035 Xiaoran Shi Li Wang 0094 Xinyao Yang Feng Zhou 0001 PASS-Net: A Pseudo Classes and Stochastic Classifiers-Based Network for Few-Shot Class-Incremental Automatic Modulation Classification. 17987-18003 2024 December 23 IEEE Trans. Wirel. Commun. 12 https://doi.org/10.1109/TWC.2024.3458980 db/journals/twc/twc23.html#TanZLSWYZ24 streams/journals/twc

Zhizhong Zhang 0003 Xinyi Guo Xiaoran Shi Feng Zhou 0001 Radar PRI Modulation Type Recognition Based on GAF-SE-CNN. 10390-10393 2024 IGARSS https://doi.org/10.1109/IGARSS53475.2024.10642501 conf/igarss/2024 db/conf/igarss/igarss2024.html#ZhangGSZ24 streams/conf/igarss Yu Li 0035 Haoyue Tan Xiaoran Shi Wanting Zhou Feng Zhou 0001 Wavelet-based Adaptive Network for Automatic Modulation Recognition under Low SNR. 1-6 2024 PIMRC https://doi.org/10.1109/PIMRC59610.2024.10817431 conf/pimrc/2024 db/conf/pimrc/pimrc2024.html#LiTSZ024

Zhenxi Zhang Heng Zhou 0006 Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 0001 An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation. 2024 abs/2404.07032 CoRR https://doi.org/10.48550/arXiv.2404.07032 db/journals/corr/corr2404.html#abs-2404-07032

Yu Li 0035 Xiaoran Shi Xinyao Yang Feng Zhou 0001 Unsupervised Modulation Recognition Method Based on Multi-Domain Representation Contrastive Learning. 1-6 2023 ICSPCC https://doi.org/10.1109/ICSPCC59353.2023.10400274 conf/icspcc/2023 db/conf/icspcc/icspcc2023.html#LiSYZ23

Yisheng Lai Falai Chen Xiaoran Shi Yu Gao 0037 A constructive approach to implicitizing rational surfaces with LCI base points by moving planes and moving quadrics. 102051 2022 92 Comput. Aided Geom. Des. https://doi.org/10.1016/j.cagd.2021.102051 db/journals/cagd/cagd92.html#LaiCSG22

Chaolun Yuan Weihua Liu Gang Zhou Xiaoran Shi Shangsong Long Zhixuan Chen Xiaoyu Yan Supply chain innovation announcements and shareholder value under industries 4.0 and 5.0: evidence from China. 1909-1937 2022 122 Ind. Manag. Data Syst. 8 https://doi.org/10.1108/IMDS-12-2021-0802 db/journals/imds/imds122.html#YuanLZSLCY22

Xin Yao Xiaoran Shi Yaxin Li Li Wang 0094 Han Wang Shijie Ren Feng Zhou 0001 GMT-WGAN: An Adversarial Sample Expansion Method for Ground Moving Targets Classification. 123 2022 14 Remote. Sens. 1 https://doi.org/10.3390/rs14010123 db/journals/remotesensing/remotesensing14.html#YaoSLWWRZ22

Xiaoran Shi Abdolreza Taheri Tugba Çeçen Nurcin Celik Particle Filtering-Based Low-Elevation Target Tracking With Multipath Interference Over the Ocean Surface. 3044-3054 2020 56 IEEE Trans. Aerosp. Electron. Syst. 4 https://doi.org/10.1109/TAES.2019.2961843 db/journals/taes/taes56.html#ShiTCC20

Lei Liu 0014 Zuobang Zhou Feng Zhou 0001 Xiaoran Shi A New 3-D Geometry Reconstruction Method of Space Target Utilizing the Scatterer Energy Accumulation of ISAR Image Sequence. 8345-8357 2020 58 IEEE Trans. Geosci. Remote. Sens. 12 https://doi.org/10.1109/TGRS.2020.2986465 db/journals/tgrs/tgrs58.html#LiuZZS20

Yisheng Lai Falai Chen Xiaoran Shi Implicitizing rational surfaces without base points by moving planes and moving quadrics. 1-15 2019 70 Comput. Aided Geom. Des. https://doi.org/10.1016/j.cagd.2019.03.001 https://www.wikidata.org/entity/Q128209415 db/journals/cagd/cagd70.html#LaiCS19

Lei Xu 0021 Xiaoran Shi Peng Du 0003 Kannan Govindan 0002 Zhenchao Zhang Optimization on pricing and overconfidence problem in a duopolistic supply chain. 162-172 2019 101 Comput. Oper. Res. https://doi.org/10.1016/j.cor.2018.04.003 https://www.wikidata.org/entity/Q129834622 db/journals/cor/cor101.html#XuSDGZ19

Xiaoran Shi Xin Yao Xueru Bai Feng Zhou 0001 Yaxin Li Lei Liu 0014 Radar Echoes Simulation of Human Movements Based on MOCAP Data and EM Calculation. 859-863 2019 16 IEEE Geosci. Remote. Sens. Lett. 6 https://doi.org/10.1109/LGRS.2018.2887310 https://www.wikidata.org/entity/Q128632048 db/journals/lgrs/lgrs16.html#ShiYBZLL19

Xiaoran Shi Feng Zhou 0001 Shuang Yang Zijing Zhang Tao Su Automatic Target Recognition for Synthetic Aperture Radar Images Based on Super-Resolution Generative Adversarial Network and Deep Convolutional Neural Network. 135 2019 11 Remote. Sens. 2 https://doi.org/10.3390/rs11020135 db/journals/remotesensing/remotesensing11.html#ShiZYZS19

Xiaohong Jia 0001 Xiaoran Shi Falai Chen Survey on the theory and applications of μ-bases for rational curves and surfaces. 2-23 2018 329 J. Comput. Appl. Math. https://doi.org/10.1016/j.cam.2017.07.023 db/journals/jcam/jcam329.html#JiaSC18

Xiaoran Shi Feng Zhou 0001 Lei Liu 0014 Micro-Doppler Deception Jamming for Tracked Vehicles. 609-612 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8517300 conf/igarss/2018 db/conf/igarss/igarss2018.html#ShiZL18 Lei Liu 0014 Feng Zhou 0001 Xiaoran Shi A Novel Initialization Method for Em-Based Isar Scatterer Trajectory Matrix Completion. 2286-2289 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8519221 conf/igarss/2018 db/conf/igarss/igarss2018.html#LiuZS18

Weiwei Fan Feng Zhou 0001 Mingliang Tao Xueru Bai Xiaoran Shi Hanyang Xu An Automatic Ship Detection Method for PolSAR Data Based on K-Wishart Distribution. 2725-2737 2017 10 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6 https://doi.org/10.1109/JSTARS.2017.2703862 db/journals/staeors/staeors10.html#Fan0TBSX17

Xiaoran Shi Nurcin Celik Relative Entropy-Based Density Selection in Particle Filtering for Load Demand Forecast. 946-954 2017 14 IEEE Trans Autom. Sci. Eng. 2 https://doi.org/10.1109/TASE.2016.2552221 db/journals/tase/tase14.html#ShiC17

Xiaoran Shi Nurcin Celik A particle filtering-based estimation of distribution algorithm for multi-objective optimisation. 176-191 2016 11 Int. J. Simul. Process. Model. 3/4 https://doi.org/10.1504/IJSPM.2016.078524 db/journals/ijspm/ijspm11.html#ShiC16

Xiaoran Shi Haluk Damgacioglu Nurcin Celik A Dynamic Data-driven Approach for Operation Planning of Microgrids. 2543-2552 2015 ICCS https://doi.org/10.1016/j.procs.2015.05.362 conf/iccS/2015 db/conf/iccS/iccS2015.html#ShiDC15

Xiaoran Shi Using moving planes to implicitize rational surfaces generated from a planar curve and a space curve. 631-641 2014 31 Comput. Aided Geom. Des. 9 https://doi.org/10.1016/j.cagd.2014.01.001 db/journals/cagd/cagd31.html#Shi14

Eric D. Antmann Xiaoran Shi Nurcin Celik Yading Dai Continuous-discrete simulation-based decision making framework for solid waste management and recycling programs. 438-454 2013 65 Comput. Ind. Eng. 3 https://doi.org/10.1016/j.cie.2013.03.010 db/journals/candie/candie65.html#AntmannSCD13

Xiaoran Shi Xiaohong Jia 0001 Ron Goldman 0002 Using a bihomogeneous resultant to find the singularities of rational space curves. 1-25 2013 53 J. Symb. Comput. https://doi.org/10.1016/j.jsc.2012.09.005 db/journals/jsc/jsc53.html#ShiJ013

Aristotelis E. Thanos Xiaoran Shi Juan Pablo Sáenz Nurcin Celik A DDDAMS framework for real-time load dispatching in power networks. 1893-1904 2013 WSC https://doi.org/10.1109/WSC.2013.6721569 http://dl.acm.org/citation.cfm?id=2676219 conf/wsc/2013 db/conf/wsc/wsc2013.html#ThanosSSC13

Xiaoran Shi Ron Goldman 0002 Implicitizing rational surfaces of revolution using μ-bases. 348-362 2012 29 Comput. Aided Geom. Des. 6 https://doi.org/10.1016/j.cagd.2012.02.003 db/journals/cagd/cagd29.html#ShiG12

Xiaoran Shi Xuhui Wang 0001 Ron Goldman 0002 Using μ-bases to implicitize rational surfaces with a pair of orthogonal directrices. 541-554 2012 29 Comput. Aided Geom. Des. 7 https://doi.org/10.1016/j.cagd.2012.03.026 https://www.wikidata.org/entity/Q57756669 db/journals/cagd/cagd29.html#ShiWG12

Nurcin Celik Juan Pablo Sáenz Xiaoran Shi Optimization of distributed generation penetration based on particle filtering. 161:1-161:12 2012 WSC https://doi.org/10.1109/WSC.2012.6465131 http://dl.acm.org/citation.cfm?id=2429975 conf/wsc/2012 db/conf/wsc/wsc2012.html#CelikSS12 Xiaoran Shi Falai Chen Computing the singularities of rational space curves. 171-178 2010 ISSAC https://doi.org/10.1145/1837934.1837970 conf/issac/2010 db/conf/issac/issac2010.html#ShiC10 Eric D. Antmann Dongsheng Bai Xueru Bai Yin Cai Shaosheng Cao Tugba Çeçen Nurcin Celik Falai Chen Xiaohong Chen Xingzhou Chen Zhixuan Chen Peipei Cheng Yading Dai Haluk Damgacioglu Jinbiao Du Peng Du 0003 Weiwei Fan Hongwei Feng Yu Gao 0037 Ron Goldman 0002 Yu Gong Kannan Govindan 0002 Zhouhong Gu Zihan Guan 0002 Haoran Guo Xinyi Guo Yao Hu 0002 Jiale Huang Wenxuan Huang 0001 Xiaohong Jia 0001 Yisheng Lai Jialin Li Peiru Li Tianyu Li 0007 Wenhao Li Xiaoyong Li Xinyan Li Yaxin Li Yu Li 0035 Yun Lin 0005 Lei Liu 0014 Weihua Liu Shangsong Long Chunfang Lu Yongqiang Lu 0005 Kun Luo Shidong Lv Jiankun Ma Haoqian Miao Xiaojiao Qiao Ran Ran Shijie Ren Juan Pablo Sáenz Hao Shen Quanyou Shen Tao Su Abdolreza Taheri Haoyue Tan Jie Tao Mingliang Tao Aristotelis E. Thanos Chunna Tian Han Wang Li Wang 0094 Qingyi Wang Tao Wang Xiaoning Wang Xuhui Wang 0001 Qiang Wei Yanghua Xiao Hanyang Xu Lei Xu 0021 Ruhui Xue Xiaoyu Yan Shuang Yang Xinyao Yang Xin Yao Yuqian Yao Zheyu Ye Huajing Ying Chaolun Yuan Lin Zhang Zhenchao Zhang Zhenxi Zhang Zhizhong Zhang 0003 Zijing Zhang Bowen Zheng Suhang Zheng Feng Zhou 0001 Gang Zhou Heng Zhou 0006 Wanting Zhou Zuobang Zhou Xiaoxuan Zhu