FL-CDF: Collaborative Defense Framework for Backdoor Mitigation in Federated Learning.

Mengyao Zhu

Haiyan Zhang Xinghua Li 0001 Yinbin Miao Shunjie Yuan Mengyao Zhu Ximeng Liu Robert H. Deng FL-CDF: Collaborative Defense Framework for Backdoor Mitigation in Federated Learning. 6732-6747 2025 November - December 22 IEEE Trans. Dependable Secur. Comput. 6 https://doi.org/10.1109/TDSC.2025.3590175 db/journals/tdsc/tdsc22.html#ZhangLMYZLD25 streams/journals/tdsc

Mengyao Zhu Jie Zhu 0004 Chenchen Cao Jiaming Na Jiazhu Zheng Shu Wang 0006 Honghua Chen Comparative Modeling of Neighborhood Configuration Effects on Parcel-Level Urban Growth Simulation Using Vector-Based Cellular Automata. 2025 29 Trans. GIS 7 https://doi.org/10.1111/tgis.70125 db/journals/tgis/tgis29.html#ZhuZCNZWC25 streams/journals/tgis

Ziwei Zhao Ronggao Liu Xuezhen Zhang Mengyao Zhu Zexing Tao Maowei Wu Jiewei Chen Duanyang Xu Quansheng Ge A Forecast-Then-Retrieve Framework for Short-Term Forecasting of Downward Solar Radiation Using Geostationary Satellite Data. 1-18 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3630152 db/journals/tgrs/tgrs63.html#ZhaoLZZTWCXG25 streams/journals/tgrs

Haiyan Zhang Xinghua Li 0001 Mengfan Xu Shunjie Yuan Mengyao Zhu Robert H. Deng Robust Federated Learning Client Selection With Combinatorial Class Representations and Data Augmentation. 6086-6100 2025 20 IEEE Trans. Inf. Forensics Secur. https://doi.org/10.1109/TIFS.2025.3579290 db/journals/tifs/tifs20.html#ZhangLXYZD25 streams/journals/tifs

Mengyao Zhu Ying Zhang Application, Impact and Future Prospects of AIGC in the Spatial Design Program. 96-105 2025 HCI (57) https://doi.org/10.1007/978-3-031-93429-2_6 conf/hci/2025-57 db/conf/hci/hci2025-57.html#ZhuZ25b streams/conf/hci Shunjie Yuan Xinghua Li 0001 Xuelin Cao Haiyan Zhang Mengyao Zhu Robert H. Deng SPD: Shallow Backdoor Protecting Deep Backdoor Against Backdoor Detection. 2025 ICCV 4029-4038 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.00384 db/conf/iccv/iccv2025.html#YuanLCZZD25 streams/conf/iccv Mengyao Zhu Phuc Huu Nguyen A Survey of Algorithmic and Contextual Decomposition Methods Across Language Model Pipelines. 55-67 2025 MIWAI (2) https://doi.org/10.1007/978-981-95-4960-3_5 conf/miwai/2025-2 db/conf/miwai/miwai2025-2.html#ZhuN25 streams/conf/miwai Mengyao Zhu Phuc Huu Nguyen A Survey of LoRA Algorithm Variations for Language Models. 275-290 2025 NLDB (1) https://doi.org/10.1007/978-3-031-97141-9_19 conf/nldb/2025-1 db/conf/nldb/nldb2025-1.html#ZhuN25 streams/conf/nldb

Junan Zhang Mengyao Zhu Xin Xu Hui Bu Zhenhua Ling Zhizheng Wu 0001 The CCF AATC 2025: Speech Restoration Challenge. 2025 September abs/2509.12974 CoRR https://doi.org/10.48550/arXiv.2509.12974 db/journals/corr/corr2509.html#abs-2509-12974 streams/journals/corr

Zijin Li Wenwu Wang 0001 Kejun Zhang Mengyao Zhu Guest editorial: AI for computational audition - sound and music processing. 44 2024 December 2024 EURASIP J. Audio Speech Music. Process. 1 https://doi.org/10.1186/s13636-024-00353-7 db/journals/ejasmp/ejasmp2024.html#LiWZZ24 streams/journals/ejasmp

Royce Ng Olive Kit Ling Woo Daniel Eckhoff Mengyao Zhu Antoinette M. Lee Álvaro Cassinelli Participatory design of a virtual reality life review therapy system for palliative care. 2024 5 Frontiers Virtual Real. https://doi.org/10.3389/frvir.2024.1304615 db/journals/frvir/frvir5.html#NgWEZLC24

Jie Zhu 0004 Mengyao Zhu Li Chen Li Luo Weihua Wang Xueming Zhu Yizhong Sun Multi-Objective Optimization of Urban Gas Station Site Selection Under Territorial Spatial Planning Constraints. 375 2024 13 ISPRS Int. J. Geo Inf. 11 https://doi.org/10.3390/ijgi13110375 db/journals/ijgi/ijgi13.html#ZhuZCLWZS24 streams/journals/ijgi

Xiaoqiang Zhu Xinsheng Yao Junjie Zhang 0002 Mengyao Zhu Lihua You Xiaosong Yang Jian Jun Zhang 0001 He Zhao Dan Zeng 0001 TMSDNet: Transformer with multi-scale dense network for single and multi-view 3D reconstruction. 2024 January/February 35 Comput. Animat. Virtual Worlds 1 https://doi.org/10.1002/cav.2201 db/journals/jvca/jvca35.html#ZhuYZZYYZZZ24

Bing Zhu Wen Zhang 0002 Jingdong Chen Mengyao Zhu Chunjian Li Multi-Source DOA Estimation Using Higher-Order Pseudo Intensity Vector on a Spherical Microphone Array. 1935-1939 2024 31 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2024.3428361 db/journals/spl/spl31.html#ZhuZCZL24 streams/journals/spl

Zhe Ren Xinghua Li 0001 Yinbin Miao Zhuowen Li Zihao Wang Mengyao Zhu Ximeng Liu Robert H. Deng Intelligent Adaptive Gossip-Based Broadcast Protocol for UAV-MEC Using Multi-Agent Deep Reinforcement Learning. 6563-6578 2024 June 23 IEEE Trans. Mob. Comput. 6 https://doi.org/10.1109/TMC.2023.3323296 db/journals/tmc/tmc23.html#RenLMLWZLD24

Zhe Ren Xinghua Li 0001 Yinbin Miao Mengyao Zhu Shunjie Yuan Robert H. Deng PIC-BI: Practical and Intelligent Combinatorial Batch Identification for UAV assisted IoT Networks. 3645-3658 2024 CCS https://doi.org/10.1145/3658644.3670303 conf/ccs/2024 db/conf/ccs/ccs2024.html#Ren0MZYD24 Mengyao Zhu Kaizhong Cao Immersion in Theatre: The Emergence of Immersive Theatre Spaces. 434-444 2024 HCI (58) https://doi.org/10.1007/978-3-031-61950-2_47 conf/hci/2024-58 db/conf/hci/hci2024-58.html#ZhuC24

Jie Zhu 0004 Ziqi Lang Shu Wang 0006 Mengyao Zhu Jiaming Na Jiazhu Zheng Using Dual Spatial Clustering Models for Urban Fringe Areas Extraction Based on Night-time Light Data: Comparison of NPP/VIIRS, Luojia 1-01, and NASA's Black Marble. 408 2023 October 12 ISPRS Int. J. Geo Inf. 10 https://doi.org/10.3390/ijgi12100408 db/journals/ijgi/ijgi12.html#ZhuLWZNZ23

Chang Fan Jilin Yang Guosong Zhao Junhu Dai Mengyao Zhu Jinwei Dong Ruoqi Liu Geli Zhang Mapping Phenology of Complicated Wetland Landscapes through Harmonizing Landsat and Sentinel-2 Imagery. 2413 2023 May 15 Remote. Sens. 9 https://doi.org/10.3390/rs15092413 db/journals/remotesensing/remotesensing15.html#FanYZDZDLZ23

Xueqin Luo Gongping Huang Jilu Jin Jingdong Chen Jacob Benesty Wen Zhang 0002 Mengyao Zhu Chunjian Li Design of Maximum Directivity Beamformers With Linear Acoustic Vector Sensor Arrays. 1421-1435 2023 31 IEEE ACM Trans. Audio Speech Lang. Process. https://doi.org/10.1109/TASLP.2023.3256093 https://www.wikidata.org/entity/Q131018550 db/journals/taslp/taslp31.html#LuoHJCBZZL23

Wendi Yao Yifan Wang Mengyao Zhu Yixin Cao 0006 Dan Zeng 0001 Goal or Miss? A Bernoulli Distribution for In-Game Outcome Prediction in Soccer. 971 2022 24 Entropy 7 https://doi.org/10.3390/e24070971 db/journals/entropy/entropy24.html#YaoWZCZ22

Shenghui Zhou Dandan Liu Mengyao Zhu Weichao Tang Qian Chi Siyu Ye Siqi Xu Yaoping Cui Temporal and Spatial Variation of Land Surface Temperature and Its Driving Factors in Zhengzhou City in China from 2005 to 2020. 4281 2022 14 Remote. Sens. 17 https://doi.org/10.3390/rs14174281 db/journals/remotesensing/remotesensing14.html#ZhouLZTCYXC22

Xinghua Li 0001 Mengyao Zhu Laurence T. Yang Mengfan Xu Zhuo Ma 0001 Cheng Zhong Hui Li 0005 Yang Xiang 0001 Sustainable Ensemble Learning Driving Intrusion Detection Model. 1591-1604 2021 18 IEEE Trans. Dependable Secur. Comput. 4 https://doi.org/10.1109/TDSC.2021.3066202 db/journals/tdsc/tdsc18.html#LiZYXMZLX21

Xiaoqiang Zhu Chenze Song Mengyao Zhu Xiangyang Wang 0003 Lihua You Xiaogang Jin 0001 Barycentric convolution surfaces based on general planar polygon skeletons. 101069 2020 109 Graph. Model. https://doi.org/10.1016/j.gmod.2020.101069 db/journals/cvgip/cvgip109.html#ZhuSZWYJ20

Mengyao Zhu Zhen Yang 0001 Youhong Feng Physical Layer Security of NOMA with Decode-and-Forward Relaying in Underlay CR Network. 783-788 2020 WCSP https://doi.org/10.1109/WCSP49889.2020.9299814 conf/wcsp/2020 db/conf/wcsp/wcsp2020.html#Zhu0F20

Mengyao Zhu Xiukun Wu Zhihua Lu Tao Wang Xiaoqiang Zhu Long-term speech information based threshold for voice activity detection in massive microphone network. 156-164 2019 94 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2019.05.012 db/journals/dsp/dsp94.html#ZhuWLWZ19

Xiaoqiang Zhu Lei Song Nan Wang Ruiheng Zhang Shenshuai Chen Xiangyang Wang 0003 Mengyao Zhu Lihua You Zhigang Deng 0001 Xiaogang Jin 0001 Screwing assembly oriented interactive model segmentation in HMD VR environment. 2019 30 Comput. Animat. Virtual Worlds 3-4 https://doi.org/10.1002/cav.1880 db/journals/jvca/jvca30.html#ZhuSWZCWZYDJ19

Mingyang Chai Tiantian Li Mengyao Zhu Tao Wang Wen Zhang Blind Estimation of Reverberation Time using Binaural Complex Ideal Ratio Mask. 378-383 2019 ICME Workshops https://doi.org/10.1109/ICMEW.2019.00071 conf/icmcs/2019w db/conf/icmcs/icmew2019.html#ChaiLZWZ19

Xingjian Du Mengyao Zhu Xuan Shi Xinpeng Zhang Wen Zhang Jingdong Chen End-to-End Model for Speech Enhancement by Consistent Spectrogram Masking. 2019 abs/1901.00295 CoRR http://arxiv.org/abs/1901.00295 db/journals/corr/corr1901.html#abs-1901-00295

Zhihua Lu Mengyao Zhu Qingwei Ye Yu Zhou Performance analysis of two EM-based measurement bias estimation processes for tracking systems. 1151-1165 2018 19 Frontiers Inf. Technol. Electron. Eng. 9 https://doi.org/10.1631/FITEE.1800214 db/journals/jzusc/jzusc19.html#LuZYZ18

Mengyao Zhu Huan Yao Xiukun Wu Zhihua Lu Xiaoqiang Zhu Qinghua Huang Gaussian filter for TDOA based sound source localization in multimedia surveillance. 3369-3385 2018 77 Multim. Tools Appl. 3 https://doi.org/10.1007/s11042-017-5129-4 db/journals/mta/mta77.html#ZhuYWLZH18

Zhihua Lu Mengyao Zhu Qingwei Ye Yu Zhou Lingfu Xie Experimental Target Tracking Using Asynchronous Sensors. 7059048:1-7059048:7 2018 2018 Wirel. Commun. Mob. Comput. https://doi.org/10.1155/2018/7059048 https://www.wikidata.org/entity/Q129161257 db/journals/wicomm/wicomm2018.html#LuZYZX18

Yuanyuan Chai Mengyao Zhu Yilong Zhu Zizhou Zhang Zundong Zhang On Two-Dimensional Structural Information of Beijing Transportation Networks Based on Traffic Big Data. 28-32 2018 ICCBDC https://doi.org/10.1145/3264560.3264564 conf/iccbdc/2018 db/conf/iccbdc/iccbdc2018.html#ChaiZZZZ18 Xingjian Du Mengyao Zhu Mingyang Chai Xuan Shi End To End Model For Keyword Spotting With Trainable Window Function And Densenet. 1-4 2018 DSP https://doi.org/10.1109/ICDSP.2018.8631574 conf/icdsp/2018 db/conf/icdsp/icdsp2018.html#DuZCS18 Xuan Shi Xingjian Du Mengyao Zhu End-to-End Residual CNN with L-GM Loss Speaker Verification System. 1-5 2018 DSP https://doi.org/10.1109/ICDSP.2018.8631697 conf/icdsp/2018 db/conf/icdsp/icdsp2018.html#ShiDZ18 Xiukun Wu Mengyao Zhu Renjie Wu 0005 Xiaoqiang Zhu A Self-adapting GMM based Voice Activity Detection. 1-5 2018 DSP https://doi.org/10.1109/ICDSP.2018.8631856 conf/icdsp/2018 db/conf/icdsp/icdsp2018.html#WuZWZ18

Xuan Shi Mengyao Zhu Xingjian Du End-to-End Residual CNN with L-GM Loss Speaker Verification System. 2018 abs/1805.00645 CoRR http://arxiv.org/abs/1805.00645 db/journals/corr/corr1805.html#abs-1805-00645

Nicolas Lefebvre Xiandong Chen Pierre Beauseroy Mengyao Zhu Traffic flow estimation using acoustic signal. 164-171 2017 64 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2017.05.019 db/journals/eaai/eaai64.html#LefebvreCBZ17

Xiaoqiang Zhu Lei Song Lihua You Mengyao Zhu Xiangyang Wang 0003 Xiaogang Jin 0001 Brush2Model: Convolution surface-based brushes for 3D modelling in head-mounted display-based virtual environments. 2017 28 Comput. Animat. Virtual Worlds 3-4 https://doi.org/10.1002/cav.1764 db/journals/jvca/jvca28.html#ZhuSYZWJ17

Li Kuang Yin Wang 0004 Pengju Ma Long Yu Chuanbin Li Lan Huang Mengyao Zhu An Improved Privacy-Preserving Framework for Location-Based Services Based on Double Cloaking Regions with Supplementary Information Constraints. 7495974:1-7495974:15 2017 2017 Secur. Commun. Networks https://doi.org/10.1155/2017/7495974 db/journals/scn/scn2017.html#KuangWMYLHZ17

Mengyao Zhu Yajun Ha Chengcun Gu Liuchuang Gao An Optimized Logarithmic Converter With Equal Distribution of Relative Errors. 848-852 2016 63-II IEEE Trans. Circuits Syst. II Express Briefs 9 https://doi.org/10.1109/TCSII.2016.2535041 db/journals/tcas/tcasII63.html#ZhuHGG16

Chengcun Gu Mengyao Zhu Haofeng Lu Benoit Beckers Room impulse response simulation based on equal-area ray tracing. 832-836 2014 ICAILP https://doi.org/10.1109/ICALIP.2014.7009911 conf/icalip/2014 db/conf/icalip/icalip2014.html#GuZLB14 Mengyao Zhu Jia Zheng Craig T. Jin Wanggen Wan Structural Similarity Analysis of Modulation for audio quality assessment. 403-407 2013 ICASSP https://doi.org/10.1109/ICASSP.2013.6637678 conf/icassp/2013 db/conf/icassp/icassp2013.html#ZhuZJW13 Jia Zheng Mengyao Zhu Junwei He Xiaoqing Yu PEAQ Compatible Audio Quality Estimation Using Computational Auditory Model. 83-90 2012 ICONIP (4) https://doi.org/10.1007/978-3-642-34478-7_11 conf/iconip/2012-4 db/conf/iconip/iconip2012-4.html#ZhengZHY12 Mengyao Zhu Jia Zheng Xiaoqing Yu Wanggen Wan Audio Quality Assessment Improvement via Circular and Flexible Overlap. 47-52 2011 ISM https://doi.org/10.1109/ISM.2011.17 https://doi.ieeecomputersociety.org/10.1109/ISM.2011.17 conf/ism/2011 db/conf/ism/ism2011.html#ZhuZYW11

Mengyao Zhu Ming Zhang 0001 Xiaoqing Yu Wanggen Wan Streaming audio packet loss concealment based on sinusoidal frequency estimation in MDCT domain. 811-819 2010 56 IEEE Trans. Consumer Electron. 2 https://doi.org/10.1109/TCE.2010.5506006 db/journals/tce/tce56.html#ZhuZYW10

Mengyao Zhu Ning Chen Xiaoqing Yu Wanggen Wan Packet Loss Concealment for compressed audio stream using sinusoidal frequency estimation. 316-321 2010 ICME https://doi.org/10.1109/ICME.2010.5583041 https://doi.ieeecomputersociety.org/10.1109/ICME.2010.5583041 conf/icmcs/2010 db/conf/icmcs/icme2010.html#ZhuCYW10 Mengyao Zhu Dongxiao Li Ming Zhang 0001 Efficient Algorithm for Packet Loss Concealment Based on Sinusoid and Transient in MDCT Domain. 330-333 2009 PACCS https://doi.org/10.1109/PACCS.2009.131 https://doi.ieeecomputersociety.org/10.1109/PACCS.2009.131 conf/paccs/2009 db/conf/paccs/paccs2009.html#ZhuLZ09

Mengyao Zhu Wei Zheng Dongxiao Li Ming Zhang 0001 An accurate low complexity algorithm for frequency estimation in MDCT domain. 1022-1028 2008 54 IEEE Trans. Consumer Electron. 3 https://doi.org/10.1109/TCE.2008.4637582 db/journals/tce/tce54.html#ZhuZLZ08

Mengyao Zhu Ming Zhang 0001 Xiaoling Chen Ding Zhang Zhijie Huang A Hierarchical Key Distribution Scheme for Conditional Access System in DTV Broadcasting. 839-846 2006 conf/cis/2006 CIS https://doi.org/10.1007/978-3-540-74377-4_88 db/conf/cis/cis2006.html#ZhuZCZH06 Pierre Beauseroy Benoit Beckers Jacob Benesty Hui Bu Chenchen Cao Kaizhong Cao Xuelin Cao Yixin Cao 0006 Álvaro Cassinelli Mingyang Chai Yuanyuan Chai Honghua Chen Jiewei Chen Jingdong Chen Li Chen Ning Chen Shenshuai Chen Xiandong Chen Xiaoling Chen Qian Chi Yaoping Cui Junhu Dai Robert H. Deng Zhigang Deng 0001 Jinwei Dong Xingjian Du Daniel Eckhoff Chang Fan Youhong Feng Liuchuang Gao Quansheng Ge Chengcun Gu Yajun Ha Junwei He Gongping Huang Lan Huang Qinghua Huang Zhijie Huang Craig T. Jin Jilu Jin Xiaogang Jin 0001 Li Kuang Ziqi Lang Antoinette M. Lee Nicolas Lefebvre Chuanbin Li Chunjian Li Dongxiao Li Hui Li 0005 Tiantian Li Xinghua Li 0001 Zhuowen Li Zijin Li Zhen-Hua LingZhenhua Ling Dandan Liu Ronggao Liu Ruoqi Liu Ximeng Liu Haofeng Lu Zhihua Lu Li Luo Xueqin Luo Pengju Ma Zhuo Ma 0001 Yinbin Miao Jiaming Na Royce Ng Phuc Huu Nguyen Zhe Ren Xuan Shi Chenze Song Lei Song Yizhong Sun Weichao Tang Zexing Tao Wanggen Wan Nan Wang Shu Wang 0006 Tao Wang Weihua Wang Wenwu Wang 0001 Xiangyang Wang 0003 Yifan Wang Yin Wang 0004 Zihao Wang Olive Kit Ling Woo Maowei Wu Renjie Wu 0005 Xiukun Wu Zhizheng Wu 0001 Yang Xiang 0001 Lingfu Xie Duanyang Xu Mengfan Xu Siqi Xu Xin Xu Jilin Yang Laurence T. Yang Xiaosong Yang Zhen Yang 0001 Huan Yao Wendi Yao Xinsheng Yao Qingwei Ye Siyu Ye Lihua You Long Yu Xiaoqing Yu Shunjie Yuan Dan Zeng 0001 Ding Zhang Geli Zhang Haiyan Zhang Jian J. Zhang 0001Jian Jun Zhang 0001 Junan Zhang Junjie Zhang 0002 Kejun Zhang Ming Zhang 0001 Ruiheng Zhang Wen Zhang Wen Zhang 0002 Xinpeng Zhang Xuezhen Zhang Ying Zhang Zizhou Zhang Zundong Zhang Guosong Zhao He Zhao Ziwei Zhao Jia Zheng Jiazhu Zheng Wei Zheng Cheng Zhong Shenghui Zhou Yu Zhou Bing Zhu Jie Zhu 0004 Xiaoqiang Zhu Xueming Zhu Yilong Zhu