A reinforcement learning-based approach for scheduling ML training tasks in heterogeneous Kubernetes clusters.

Bingbing Zheng

Shuwei Dong Bingbing Zheng Li Pan 0001 Shijun Liu A reinforcement learning-based approach for scheduling ML training tasks in heterogeneous Kubernetes clusters. 2026 108459 182 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2026.108459 db/journals/fgcs/fgcs182.html#DongZPL26 streams/journals/fgcs

Bingbing Zheng Zhe Jiang 0002 Xiao-Hong Shen 0001 Weijie Ning GNC-MAC: An Efficient Georouting-Aware and Cross-Layer MAC Protocol Based on NOMA for Underwater Acoustic Networks. 2026 may15 21424-21439 13 IEEE Internet Things J. 10 https://doi.org/10.1109/JIOT.2026.3666392 db/journals/iotj/iotj13.html#ZhengJSN26 streams/journals/iotj

Weijie Ning Zhe Jiang 0002 Xiaohong Shen Bingbing Zheng Underwater emission-coupled self-interference suppression based on variable-step normalized subband adaptive filtering with noise variance estimation. 105133 2025 162 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2025.105133 db/journals/dsp/dsp162.html#NingJSZ25 streams/journals/dsp

Menglin Zhou Bingbing Zheng Li Pan 0001 Shijun Liu Balancing function performance and cluster load in serverless computing: A reinforcement learning solution. 104299 2025 243 J. Netw. Comput. Appl. https://doi.org/10.1016/j.jnca.2025.104299 db/journals/jnca/jnca243.html#ZhouZPL25 streams/journals/jnca

Lianxin Xie Bingbing Zheng Wen Xue Yunfei Zhang Le Jiang Ruotao Xu Si Wu 0002 Hau-San Wong Discrete Prior-Based Temporal-Coherent Content Prediction for Blind Face Video Restoration. 8736-8744 2025 AAAI https://doi.org/10.1609/aaai.v39i8.32944 conf/aaai/2025 db/conf/aaai/aaai2025.html#XieZXZJX0W25 Lianxin Xie Bingbing Zheng Si Wu 0002 Hau-San Wong Dynamic Content Prediction with Motion-aware Priors for Blind Face Video Restoration. 17821-17830 2025 CVPR https://openaccess.thecvf.com/content/CVPR2025/html/Xie_Dynamic_Content_Prediction_with_Motion-aware_Priors_for_Blind_Face_Video_CVPR_2025_paper.html https://doi.org/10.1109/CVPR52734.2025.01660 conf/cvpr/2025 db/conf/cvpr/cvpr2025.html#XieZ0W25

Lianxin Xie Bingbing Zheng Wen Xue Yunfei Zhang Le Jiang Ruotao Xu Si Wu 0002 Hau-San Wong Discrete Prior-based Temporal-coherent Content Prediction for Blind Face Video Restoration. 2025 January abs/2501.09960 CoRR https://doi.org/10.48550/arXiv.2501.09960 db/journals/corr/corr2501.html#abs-2501-09960 streams/journals/corr

Zijian Li 0019 Bingbing Zheng Chengxian Zhang Zhenrong Zhang Hong-Bo Xie Kejin Wei Improved security bounds against the Trojan-horse attack in decoy-state quantum key distribution. 40 2024 February 23 Quantum Inf. Process. 2 https://doi.org/10.1007/s11128-023-04238-0 https://www.wikidata.org/entity/Q129233580 db/journals/qip/qip23.html#LiZZZXW24

Lianxin Xie Bingbing Zheng Wen Xue Le Jiang Cheng Liu 0001 Si Wu 0002 Hau-San Wong Learning Degradation-Unaware Representation with Prior-Based Latent Transformations for Blind Face Restoration. 9120-9129 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.00871 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#XieZXJ00W24 Bingbing Zheng Li Pan 0001 Shijun Liu Kexian Sun Xiao Zhou An Online Mechanism for Market-Oriented Service Provisioning in Cloud Environments. 510-517 2024 ISPA https://doi.org/10.1109/ISPA63168.2024.00071 conf/ispa/2024 db/conf/ispa/ispa2024.html#Zheng0LSZ24 Bingbing Zheng Zhe Jiang 0002 Xiaohong Shen 0001 Efficient Data Aggregation Method Based on Function Approximation and Characterization in UWSNs. 1-6 2023 ICSPCC https://doi.org/10.1109/ICSPCC59353.2023.10400374 conf/icspcc/2023 db/conf/icspcc/icspcc2023.html#ZhengJS23

Bingbing Zheng Yu Zhu 0005 Qin Shi Dawei Yang Yanmei Shao Tao Xu 0035 MA-Net: Mutex attention network for COVID-19 diagnosis on CT images. 18115-18130 2022 52 Appl. Intell. 15 https://doi.org/10.1007/s10489-022-03431-5 db/journals/apin/apin52.html#ZhengZSYSX22

Xiaoben Jiang Yu Zhu 0005 Gan Cai Bingbing Zheng Dawei Yang MXT: A New Variant of Pyramid Vision Transformer for Multi-label Chest X-ray Image Classification. 1362-1377 2022 14 Cogn. Comput. 4 https://doi.org/10.1007/s12559-022-10032-4 db/journals/cogcom/cogcom14.html#JiangZCZY22

Lei Liao Yu Zhu 0005 Bingbing Zheng Xiaoben Jiang Jiajun Lin FERGCN: facial expression recognition based on graph convolution network. 40 2022 33 Mach. Vis. Appl. 3 https://doi.org/10.1007/s00138-022-01288-9 db/journals/mva/mva33.html#LiaoZZJL22

Zixi Liang Jiajun Chen Rui Chen Bingbing Zheng Mingyue Zhou Huaien Gao Shan Lin Domain Adaptable Normalization for Semi-Supervised Action Recognition in the Dark. 4250-4257 2022 CVPR Workshops https://doi.org/10.1109/CVPRW56347.2022.00470 conf/cvpr/2022w db/conf/cvpr/cvpr2022w.html#LiangCCZZGL22

Bingbing Zheng Li Pan 0001 Shijun Liu Market-oriented online bi-objective service scheduling for pleasingly parallel jobs with variable resources in cloud environments. 110934 2021 176 J. Syst. Softw. https://doi.org/10.1016/j.jss.2021.110934 db/journals/jss/jss176.html#ZhengPL21

Xiaoben Jiang Yu Zhu 0005 Bingbing Zheng Dawei Yang Images denoising for COVID-19 chest X-ray based on multi-resolution parallel residual CNN. 100 2021 32 Mach. Vis. Appl. 4 https://doi.org/10.1007/s00138-021-01224-3 db/journals/mva/mva32.html#JiangZZY21

Bingbing Zheng Li Pan 0001 Shijun Liu An Online Cost Optimization Algorithm for IaaS Instance Releasing in Cloud Environments. 463-469 2021 CCWC https://doi.org/10.1109/CCWC51732.2021.9375937 conf/ccwc/2021 db/conf/ccwc/ccwc2021.html#ZhengPL21

Bingbing Zheng Li Pan 0001 Shijun Liu Market-Oriented Online Bi-Objective Service Scheduling for Pleasingly Parallel Jobs with Variable Resources in Cloud Environments. 2021 abs/2102.08794 CoRR https://arxiv.org/abs/2102.08794 db/journals/corr/corr2102.html#abs-2102-08794

Bingbing Zheng Yaoqi Liu Yu Zhu 0005 Fuli Yu Tianjiao Jiang Dawei Yang Tao Xu 0035 MSD-Net: Multi-Scale Discriminative Network for COVID-19 Lung Infection Segmentation on CT. 185786-185795 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3027738 https://www.wikidata.org/entity/Q112689838 db/journals/access/access8.html#ZhengLZYJYX20

Jie Zheng Dawei Yang Yu Zhu 0005 Wang Huan Gu Bingbing Zheng Chunxue Bai Lin Zhao Hongcheng Shi Jie Hu 0015 Shaohua Lu Weibin Shi Ningfang Wang Pulmonary nodule risk classification in adenocarcinoma from CT images using deep CNN with scale transfer module. 1481-1489 2020 14 IET Image Process. 8 https://doi.org/10.1049/iet-ipr.2019.0248 db/journals/iet-ipr/iet-ipr14.html#ZhengYZGZBZSHLS20

Xiangxiang Qin Yu Zhu Wei Wang Shaojun Gui Bingbing Zheng Peijun Wang 3D multi-scale discriminative network with multi-directional edge loss for prostate zonal segmentation in bi-parametric MR images. 148-161 2020 418 Neurocomputing https://doi.org/10.1016/j.neucom.2020.07.116 db/journals/ijon/ijon418.html#QinZWGZW20

Bingbing Zheng Li Pan 0001 Shijun Liu Lu Wang 0007 An Online Mechanism for Purchasing IaaS Instances and Scheduling Pleasingly Parallel Jobs in Cloud Computing Environments. 35-45 2019 ICDCS https://doi.org/10.1109/ICDCS.2019.00013 conf/icdcs/2019 db/conf/icdcs/icdcs2019.html#ZhengPLW19

Bingbing Zheng Li Pan 0001 Shijun Liu Mechanisms for Optimally Scheduling and Pricing Pleasingly Parallel Jobs in Service Clouds. 73733-73749 2018 6 IEEE Access https://doi.org/10.1109/ACCESS.2018.2882605 db/journals/access/access6.html#ZhengPL18

Vanbang Le Dawei Yang Yu Zhu 0005 Bingbing Zheng Chunxue Bai Hongcheng Shi Jie Hu 0015 Changwen Zhai Shaohua Lu Quantitative CT analysis of pulmonary nodules for lung adenocarcinoma risk classification based on an exponential weighted grey scale angular density distribution feature. 141-151 2018 160 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2018.04.001 https://www.wikidata.org/entity/Q88573005 db/journals/cmpb/cmpb160.html#LeYZZBSHZL18

Wang Huan Gu Yu Zhu Xudong Chen Linfei He Bingbing Zheng Hierarchical CNN-based real-time fatigue detection system by visual-based technologies using MSP model. 2319-2329 2018 12 IET Image Process. 12 https://doi.org/10.1049/iet-ipr.2018.5245 https://www.wikidata.org/entity/Q129150465 db/journals/iet-ipr/iet-ipr12.html#GuZCHZ18

Xiangxiang Qin Yu Zhu Bingbing Zheng Automated Segmentation Based on Residual U-Net Model for MR Prostate Images. 1-6 2018 CISP-BMEI https://doi.org/10.1109/CISP-BMEI.2018.8633233 conf/bmei/2018 db/conf/bmei/bmei2018.html#QinZZ18 Bingbing Zheng Li Pan 0001 Dong Yuan 0001 Shijun Liu Yuliang Shi Lu Wang 0007 A Truthful Mechanism for Optimally Purchasing IaaS Instances and Scheduling Parallel Jobs in Service Clouds. 651-659 2018 ICSOC https://doi.org/10.1007/978-3-030-03596-9_47 conf/icsoc/2018 db/conf/icsoc/icsoc2018.html#ZhengPYLSW18 Bingbing Zheng Li Pan 0001 Dong Yuan 0001 Shijun Liu A Truthful Mechanism for Scheduling and Pricing Pleasingly Parallel Jobs in a Service Cloud. 294-297 2018 ICWS https://doi.org/10.1109/ICWS.2018.00045 https://doi.ieeecomputersociety.org/10.1109/ICWS.2018.00045 conf/icws/2018 db/conf/icws/icws2018.html#ZhengPYL18 Xudong Chen Yu Zhu Bingbing Zheng Junjian Huang Real-Time Semantic Mapping of Visual SLAM Based on DCNN. 194-204 2018 IFTC https://doi.org/10.1007/978-981-13-8138-6_16 conf/iftc/2018 db/conf/iftc/iftc2018.html#ChenZZH18 Vanbang Le Yu Zhu 0005 Dawei Yang Bingbing Zheng Xiaodong Ren A Quantitative Analysis System of Pulmonary Nodules CT Image for Lung Cancer Risk Classification. 12-24 2017 conf/iftc/2017 IFTC https://doi.org/10.1007/978-981-10-8108-8_2 db/conf/iftc/iftc2017.html#LeZYZR17

Bingbing Zheng Ling-ge Jiang Chen He 0001 Qingchuan Wang Design of Nested LDGM-LDPC Codes for Compress-and-Forward in Relay Channel http://arxiv.org/abs/1003.3765 2010 CoRR abs/1003.3765 db/journals/corr/corr1003.html#abs-1003-3765

Chunxue Bai Gan Cai Jiajun Chen Rui Chen Xudong Chen Shuwei Dong Huaien Gao Wang Huan Gu Shaojun Gui Chen He 0001 Linfei He Jie Hu 0015 Junjian Huang Le Jiang Ling-ge Jiang Tianjiao Jiang Xiaoben Jiang Zhe Jiang 0002 Vanbang Le Zijian Li 0019 Zixi Liang Lei Liao Jiajun Lin Shan Lin Cheng Liu 0001 Shijun Liu Yaoqi Liu Shaohua Lu Weijie Ning Li Pan 0001 Xiangxiang Qin Xiaodong Ren Yanmei Shao Xiao-Hong ShenXiaohong Shen Xiao-Hong Shen 0001Xiaohong Shen 0001 Hongcheng Shi Qin Shi Weibin Shi Yuliang Shi Kexian Sun Lu Wang 0007 Ningfang Wang Peijun Wang Qingchuan Wang Wei Wang Kejin Wei Hau-San Wong Si Wu 0002 Hong-Bo Xie Lianxin Xie Ruotao Xu Tao Xu 0035 Wen Xue Dawei Yang Fuli Yu Dong Yuan 0001 Changwen Zhai Chengxian Zhang Yunfei Zhang Zhenrong Zhang Lin Zhao Jie Zheng Menglin Zhou Mingyue Zhou Xiao Zhou Yu Zhu Yu Zhu 0005