Is the Trigger Essential? A Feature-Based Triggerless Backdoor Attack in Vertical Federated Learning.

Yige Liu

Yige Liu Yiwei Lou Che Wang Yongzhi Cao Hanpin Wang Is the Trigger Essential? A Feature-Based Triggerless Backdoor Attack in Vertical Federated Learning. 2026 February abs/2602.20593 CoRR https://doi.org/10.48550/arXiv.2602.20593 db/journals/corr/corr2602.html#abs-2602-20593 streams/journals/corr

Yige Liu Dexuan Xu Zimai Guo Yongzhi Cao Hanpin Wang Revisiting Label Inference Attacks in Vertical Federated Learning: Why They Are Vulnerable and How to Defend. 2026 March abs/2603.18680 CoRR https://doi.org/10.48550/arXiv.2603.18680 db/journals/corr/corr2603.html#abs-2603-18680 streams/journals/corr

Chunxi Liu Gayle Brewer Peng Liu Yige Liu Weida Zhang Measuring teacher digital literacy in china: development and preliminary validation of a multidimensional scale. 2025 December 26723-26745 30 Educ. Inf. Technol. 18 https://doi.org/10.1007/s10639-025-13768-2 db/journals/eait/eait30.html#LiuBLLZ25 streams/journals/eait

Yige Liu Che Wang Yiwei Lou Yongzhi Cao Hanpin Wang Attackers Are Not the Same! Unveiling the Impact of Feature Distribution on Label Inference Attacks. 71-86 2025 20 IEEE Trans. Inf. Forensics Secur. https://doi.org/10.1109/TIFS.2024.3498464 db/journals/tifs/tifs20.html#LiuWLCW25 streams/journals/tifs

Kun Leng Yuping Zhao Shaoli Wang Haichuan Ren Huiqiang Hu Nan Luo Linjing Peng Yige Liu Ruiyi Duan Xiaobo Mao YOLO-SV: An Optimized YOLOv8 Network for Sublingual Vessels Extraction. 1-6 2024 CISP-BMEI https://doi.org/10.1109/CISP-BMEI64163.2024.10906204 conf/bmei/2024 db/conf/bmei/bmei2024.html#LengZWRHLPLDM24 Haichuan Ren Xuan Liu Zan Zhang 0004 Ruiyi Duan Yige Liu Higher-Order Repetitive Control Enhanced FES for Wrist Intention Tremor Suppression. 30-43 2024 ICIRA (5) https://doi.org/10.1007/978-981-96-0777-8_3 conf/icira/2024-5 db/conf/icira/icira2024-5.html#RenLZDL24 streams/conf/icira Yige Liu Yiwei Lou Yang Liu Yongzhi Cao Hanpin Wang Label Leakage in Vertical Federated Learning: A Survey. 8160-8169 2024 IJCAI https://www.ijcai.org/proceedings/2024/902 conf/ijcai/2024 db/conf/ijcai/ijcai2024.html#LiuLLCW24 Wei Wang 0277 Yige Liu Pengqing Ren Juanjuan Zhang Jingtai Liu The characteristics of human-robot coadaptation during human-in-the-loop optimization of exoskeleton control. 1459-1464 2018 ROBIO https://doi.org/10.1109/ROBIO.2018.8665057 conf/robio/2018 db/conf/robio/robio2018.html#WangLRZL18 Lin Chen Rui Li Yige Liu Ruixuan Zhang Diane Myung-kyung Woodbridge Machine learning-based product recommendation using Apache Spark. 1-6 2017 SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI https://doi.org/10.1109/UIC-ATC.2017.8397470 conf/uic/2017 db/conf/uic/uic2017.html#ChenLLZW17 Gayle Brewer Yongzhi Cao Lin Chen Ruiyi Duan Zimai Guo Huiqiang Hu Kun Leng Rui Li Chunxi Liu Jingtai Liu Peng Liu Xuan Liu Yang Liu Yiwei Lou Nan Luo Xiaobo Mao Linjing Peng Haichuan Ren Pengqing Ren Che Wang Hanpin Wang Shaoli Wang Wei Wang 0277 Diane Myung-kyung Woodbridge Dexuan Xu Juanjuan Zhang Ruixuan Zhang Weida Zhang Zan Zhang 0004 Yuping Zhao