Fast Randomized Algorithms for Low-Rank Matrix Approximations for Generalized Singular Value Decomposition with Applications.

Weijie Shen

Weiwei Xu Weijie Shen Wen Li Weiguo Gao Yingzhou Li Fast Randomized Algorithms for Low-Rank Matrix Approximations for Generalized Singular Value Decomposition with Applications. 2026 May 49 107 J. Sci. Comput. 2 https://doi.org/10.1007/s10915-026-03231-w db/journals/jscic/jscic107.html#XuSLGL26 streams/journals/jscic

Weiwei Xu Weijie Shen Zhengjian Bai Chen Xu Precision-induced Adaptive Randomized Low-Rank Approximation for SVD and Matrix Inversion. 2026 January abs/2601.19250 CoRR https://doi.org/10.48550/arXiv.2601.19250 db/journals/corr/corr2601.html#abs-2601-19250 streams/journals/corr

Weiwei Xu 0006 Weijie Shen Chang Liu Zhigang Jia A Novel Adaptive Low-Rank Matrix Approximation Method for Image Compression and Reconstruction. 2127-2158 2025 18 SIAM J. Imaging Sci. 4 https://doi.org/10.1137/25m1736839 db/journals/siamis/siamis18.html#XuSLJ25 streams/journals/siamis

Junxian Bao Simin Gao Weijie Shen Lihua Hang Keyang Cheng Dual Contrastive Learning for Few-Shot Gastric Cancer CT Images Segmentation. 637 2025 August 19 Signal Image Video Process. 8 https://doi.org/10.1007/s11760-025-04225-1 db/journals/sivp/sivp19.html#BaoGSHC25 streams/journals/sivp

Weiwei Xu 0006 Weijie Shen Chang Liu Zhigang Jia A Novel Adaptive Low-Rank Matrix Approximation Method for Image Compression and Reconstruction. 2025 June abs/2506.22713 CoRR https://doi.org/10.48550/arXiv.2506.22713 db/journals/corr/corr2506.html#abs-2506-22713 streams/journals/corr

Weijie Shen Xinrui Wang Yuanqi Nie Apiradee Boonmee Context-Aware Multi-Turn Visual-Textual Reasoning in LVLMs via Dynamic Memory and Adaptive Visual Guidance. 2025 September abs/2509.05669 CoRR https://doi.org/10.48550/arXiv.2509.05669 db/journals/corr/corr2509.html#abs-2509-05669 streams/journals/corr

Weijie Shen Yitian Liu Yuhao Wu Zhixuan Liang Sijia Gu Dehui Wang Tian Nian Lei Xu 0043 Yusen Qin Jiangmiao Pang Xinping Guan Xiaokang Yang 0001 Yao Mu 0001 Expertise need not monopolize: Action-Specialized Mixture of Experts for Vision-Language-Action Learning. 2025 October abs/2510.14300 CoRR https://doi.org/10.48550/arXiv.2510.14300 db/journals/corr/corr2510.html#abs-2510-14300 streams/journals/corr

Xi Cheng Weijie Shen Haoming Chen Chaoyi Shen Jean Ortega Jiashang Liu Steve Thomas Honglin Zheng Haoyun Wu Yuxiang Li Casey Lichtendahl Jenny Ortiz Gang Liu Haiyang Qi Omid Fatemieh Chris Fry Jing Jing Long ARIMA_PLUS: Large-scale, Accurate, Automatic and Interpretable In-Database Time Series Forecasting and Anomaly Detection in Google BigQuery. 2025 October abs/2510.24452 CoRR https://doi.org/10.48550/arXiv.2510.24452 db/journals/corr/corr2510.html#abs-2510-24452 streams/journals/corr

Yunan Shi Junxian Bao Keyang Cheng Weijie Shen Jingfeng Tang Yongzhao Zhan 0001 Interpretable Risk Assessment Methods for Medical Image Processing via Dynamic Dilated Convolution and a Knowledge Base on Location Relations. 438-457 2024 43 Comput. Informatics 2 https://doi.org/10.31577/cai_2024_2_438 db/journals/cai/cai43.html#ShiBCSTZ24

Weiwei Xu Weijie Shen Wen Li Weiguo Gao Yingzhou Li Fast randomized algorithms for low-rank matrix approximations with applications in global comparative analysis of a class of data sets. 2024 abs/2404.09459 CoRR https://doi.org/10.48550/arXiv.2404.09459 db/journals/corr/corr2404.html#abs-2404-09459

Weijie Shen Weiwei Xu Lei Zhu Efficient Orthogonal Decomposition with Automatic Basis Extraction for Low-Rank Matrix Approximation. 2024 abs/2404.17290 CoRR https://doi.org/10.48550/arXiv.2404.17290 db/journals/corr/corr2404.html#abs-2404-17290

Weiwei Xu Weijie Shen Zheng-Jian Bai Two-sided uniformly randomized GSVD for large-scale discrete ill-posed problems with Tikhonov regularizations. 2024 abs/2412.07478 CoRR https://doi.org/10.48550/arXiv.2412.07478 db/journals/corr/corr2412.html#abs-2412-07478 streams/journals/corr

Weijie Shen Maohua Xiao Zhenyu Wang Xinmin Song Rolling Bearing Fault Diagnosis Based on Support Vector Machine Optimized by Improved Grey Wolf Algorithm. 6645 2023 July 23 Sensors 14 https://doi.org/10.3390/s23146645 db/journals/sensors/sensors23.html#ShenXWS23

Guangda Huzhang Zhen-Jia Pang Yongqing Gao Yawen Liu Weijie Shen Wen-Ji Zhou Qianying Lin Qing Da Anxiang Zeng Han Yu 0001 Yang Yu 0001 Zhi-Hua Zhou AliExpress Learning-to-Rank: Maximizing Online Model Performance Without Going Online. 1214-1226 2023 35 IEEE Trans. Knowl. Data Eng. 2 https://doi.org/10.1109/TKDE.2021.3098898 db/journals/tkde/tkde35.html#HuzhangPGLSZLDZ23

Weijie Shen Ping Shi Zhihao Ge Weiwei Xu Analytical solutions of a class of matrix function optimization problems with unitary constraints. 107601 2022 123 Appl. Math. Lett. https://doi.org/10.1016/j.aml.2021.107601 db/journals/appml/appml123.html#ShenSGX22

Weijie Shen Lei Yuan 0005 Junfu Huang Songyi Gao Yuyang Huang Yang Yu 0001 Sequential and Dynamic constraint Contrastive Learning for Reinforcement Learning. 1-9 2021 IJCNN https://doi.org/10.1109/IJCNN52387.2021.9533984 conf/ijcnn/2021 db/conf/ijcnn/ijcnn2021.html#ShenYHGHY21

Yongqing Gao Guangda Huzhang Weijie Shen Yawen Liu Wen-Ji Zhou Qing Da Dan Shen Yang Yu 0001 Imitate TheWorld: A Search Engine Simulation Platform. 2021 abs/2107.07693 CoRR https://arxiv.org/abs/2107.07693 db/journals/corr/corr2107.html#abs-2107-07693

Songyi Gao Weijie Shen Zelin Liu An Zhu Yang Yu 0001 Only Image Cosine Embedding for Few-Shot Learning. 83-94 2019 ICONIP (2) https://doi.org/10.1007/978-3-030-36711-4_8 conf/iconip/2019-2 db/conf/iconip/iconip2019-2.html#GaoSLZY19

Weijie Shen Dennis K. J. Lin A Conjugate Model for Dimensional Analysis. 79-89 2018 60 Technometrics 1 https://doi.org/10.1080/00401706.2017.1291451 db/journals/technometrics/technometrics60.html#ShenL18

Weijie Shen Robust Parameter Designs in Computer Experiments Using Stochastic Approximation. 471-483 2017 59 Technometrics 4 https://doi.org/10.1080/00401706.2016.1272493 db/journals/technometrics/technometrics59.html#Shen17

Xixu Wang Xiaolin Zhou Weijie Shen Zhuo Zou Lirong Zheng 0001 A MIMO-based backscattering RFID with interleave division multiple access for real-time sensing applications. 312-317 2014 RFID-TA https://doi.org/10.1109/RFID-TA.2014.6934249 conf/rfidta/2014 db/conf/rfidta/rfidta2014.html#WangZSZ014

Dennis K. J. Lin Weijie Shen Comment: Some Statistical Concerns on Dimensional Analysis. 281-285 2013 55 Technometrics 3 https://doi.org/10.1080/00401706.2013.804445 db/journals/technometrics/technometrics55.html#LinS13

Yonghuai Zhang Haixin Sun En Cheng Weijie Shen An Underwater Acoustic Implementation of DFT-Spread OFDM. 2010 2010 EURASIP J. Adv. Signal Process. https://doi.org/10.1155/2010/572453 https://www.wikidata.org/entity/Q59250195 db/journals/ejasp/ejasp2010.html#ZhangSCS10

Zheng-Jian BaiZhengjian Bai Junxian Bao Apiradee Boonmee Haoming Chen En Cheng Keyang Cheng Xi Cheng Qing Da Omid Fatemieh Chris Fry Simin Gao Songyi Gao Weiguo Gao Yongqing Gao Zhihao Ge Sijia Gu Xin-Ping GuanXinping Guan Lihua Hang Junfu Huang Yuyang Huang Guangda Huzhang Zhigang Jia Wen Li Yingzhou Li Yuxiang Li Zhixuan Liang Casey Lichtendahl Dennis K. J. Lin Qianying Lin Chang Liu Gang Liu Jiashang Liu Yawen Liu Yitian Liu Zelin Liu Jing Jing Long Yao Mu 0001 Tian Nian Yuanqi Nie Jean Ortega Jenny Ortiz Jiangmiao Pang Zhen-Jia Pang Haiyang Qi Yusen Qin Chaoyi Shen Dan Shen Ping Shi Yunan Shi Xinmin Song Haixin Sun Jingfeng Tang Steve Thomas Dehui Wang Xinrui Wang Xixu Wang Zhenyu Wang Haoyun Wu Yuhao Wu Maohua Xiao Chen Xu Lei Xu 0043 Weiwei Xu Weiwei Xu 0006 Xiaokang Yang 0001 Han Yu 0001 Yang Yu 0001 Lei Yuan 0005 Anxiang Zeng Yongzhao Zhan 0001 Yonghuai Zhang Honglin Zheng Lirong Zheng 0001 Wenji ZhouWen-Ji Zhou Xiaolin Zhou Zhi-Hua Zhou An Zhu Lei Zhu Zhuo Zou