FedACA: Adaptive classifier aggregation and clustering for personalized heterogeneous federated learning.

Heran Xi

Jichen Dong Yingchun Cui Zhengda Wu Heran Xi Jinghua Zhu FedACA: Adaptive classifier aggregation and clustering for personalized heterogeneous federated learning. 2026 132972 674 Neurocomputing https://doi.org/10.1016/j.neucom.2026.132972 db/journals/ijon/ijon674.html#DongCWXZ26 streams/journals/ijon

Donghao Wang Yingchun Cui Mingyang Li Heran Xi Jinghua Zhu FedFAT: Frequency adpative interpolation for federated domain generalization on heterogeneous medical images. 112459 2026 172 Pattern Recognit. https://doi.org/10.1016/j.patcog.2025.112459 db/journals/pr/pr172.html#WangCLXZ26 streams/journals/pr

Haoji Dong Jie Wu Chengcheng Xing Heran Xi Hui Cui 0002 Jinghua Zhu Treasure in the background: Improve saliency object detection by self-supervised contrast learning. 126244 2025 267 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2024.126244 db/journals/eswa/eswa267.html#DongWXXCZ25 streams/journals/eswa

Jie Wu Jiquan Ma Heran Xi Jinbao Li Jinghua Zhu Multi-scale graph harmonies: Unleashing U-Net's potential for medical image segmentation through contrastive learning. 106914 2025 182 Neural Networks https://doi.org/10.1016/j.neunet.2024.106914 db/journals/nn/nn182.html#WuMXLZ25 streams/journals/nn

Jinghua Zhu Chengying Huang Heran Xi Hui Cui 0002 CCA: Contrastive cluster assignment for supervised and semi-supervised medical image segmentation. 107415 2025 188 Neural Networks https://doi.org/10.1016/j.neunet.2025.107415 db/journals/nn/nn188.html#ZhuHXC25 streams/journals/nn

Chengying Huang Zhengda Wu Heran Xi Jinghua Zhu kMaXU: Medical image segmentation U-Net with k-means Mask Transformer and contrastive cluster assignment. 111274 2025 161 Pattern Recognit. https://doi.org/10.1016/j.patcog.2024.111274 db/journals/pr/pr161.html#HuangWXZ25 streams/journals/pr

Yuan He Yingchun Cui Zhengda Wu Heran Xi Jinghua Zhu Optimal Transport-Driven Federated Out-of-Distribution Detection in Heterogeneous Data. 424-432 2025 ICMR https://doi.org/10.1145/3731715.3733410 conf/mir/2025 db/conf/mir/icmr2025.html#HeCWXZ25 Donghao Wang Yingchun Cui Zhengda Wu Heran Xi Jinghua Zhu A Frequency-Based Approach for Federated Domain Generalization in Heterogeneous Medical Imaging. 1313-1321 2025 ICMR https://doi.org/10.1145/3731715.3733260 conf/mir/2025 db/conf/mir/icmr2025.html#WangCWXZ25 Jiawei Zhang Yingchun Cui Zhengda Wu Heran Xi Jinghua Zhu Out-of-Distribution Detection for Open-Set Semi-Supervised Medical Image Classification. 1777-1785 2025 ICMR https://doi.org/10.1145/3731715.3733412 conf/mir/2025 db/conf/mir/icmr2025.html#ZhangCWXZ25 Heran Xi Hongxu Ji Yang Hu Jinbao Li Jinghua Zhu An Enhanced MobileNet with Multi-scale Attention Aggregation for DR Classification. 376-390 2024 APWeb/WAIM (1) https://doi.org/10.1007/978-981-97-7232-2_25 conf/apweb/2024-1 db/conf/apweb/apweb2024-1.html#XiJHLZ24 streams/conf/apweb Hongxu Ji Jie Wu Heran Xi Jinghua Zhu MobileP<sup>2</sup>VT: Parallel Hybrid Structure makes Lightweight Network Stronger for Diabetic Retinopathy Classification. 2080-2085 2024 BIBM https://doi.org/10.1109/BIBM62325.2024.10822521 conf/bibm/2024 db/conf/bibm/bibm2024.html#JiWXZ24

Jinghua Zhu Yue Sheng Hui Cui 0002 Jiquan Ma Jijian Wang Heran Xi Cross Pyramid Transformer makes U-net stronger in medical image segmentation. 105361 2023 September 86 Biomed. Signal Process. Control. Part C https://doi.org/10.1016/j.bspc.2023.105361 db/journals/bspc/bspc86.html#ZhuSCMWX23

Jiafeng Zheng Jinghua Zhu Heran Xi Short-term energy consumption prediction of electric vehicle charging station using attentional feature engineering and multi-sequence stacked Gated Recurrent Unit. 108694 2023 May 108 Comput. Electr. Eng. https://doi.org/10.1016/j.compeleceng.2023.108694 db/journals/cee/cee108.html#ZhengZX23

Jinghua Zhu Yanchang Cui Zhuohao Zhang Heran Xi Knowledge Graph Transformer for Sequential Recommendation. 459-471 2023 ICANN (6) https://doi.org/10.1007/978-3-031-44223-0_37 conf/icann/2023-6 db/conf/icann/icann2023-6.html#ZhuCZX23 streams/conf/icann Qi Zhang Heran Xi Jinghua Zhu Influence-Guided Data Augmentation in Graph Contrastive Learning for Recommendation. 91-99 2023 ICSOC (2) https://doi.org/10.1007/978-3-031-48424-7_7 conf/icsoc/2023-2 db/conf/icsoc/icsoc2023-2.html#ZhangXZ23 Hongjun An Jinghua Zhu Heran Xi Shiyang Zhou Multi-View Attention Networks with Contrastive Predictive Coding for Sequential Recommendation. 717-724 2022 HPCC/DSS/SmartCity/DependSys https://doi.org/10.1109/HPCC-DSS-SmartCity-DependSys57074.2022.00121 conf/hpcc/2022 db/conf/hpcc/hpcc2022.html#AnZXZ22 Shiyang Zhou Jinghua Zhu Heran Xi Hongjun An Heterogeneous Graph Based Long- And Short-Term Preference Learning Model for Next POI Recommendation. 455-470 2022 ICA3PP https://doi.org/10.1007/978-3-031-22677-9_24 conf/ica3pp/2022 db/conf/ica3pp/ica3pp2022.html#ZhouZXA22 Yeheng Sun Jinghua Zhu Heran Xi Knowledge-Aware Self-supervised Graph Representation Learning for Recommendation. 420-432 2022 ICANN (4) https://doi.org/10.1007/978-3-031-15937-4_35 conf/icann/2022-4 db/conf/icann/icann2022-4.html#SunZX22 Xianjin Rong Jinghua Zhu Heran Xi A Collaborative Framework for Ad Click-Through Rate Prediction in Mobile App Services. 567-574 2022 ICSOC https://doi.org/10.1007/978-3-031-20984-0_40 conf/icsoc/2022 db/conf/icsoc/icsoc2022.html#RongZX22 Zhiwei Zhou Heran Xi Jinghua Zhu SILK-BPR: Identify Implicit Friends with Self-guided Walking for Social Recommendation. 1-7 2022 IJCNN https://doi.org/10.1109/IJCNN55064.2022.9892427 conf/ijcnn/2022 db/conf/ijcnn/ijcnn2022.html#ZhouXZ22 Mingchuan Yang Jinghua Zhu Heran Xi Yue Yang Privacy-Aware Task Allocation Based on Deep Reinforcement Learning for Mobile Crowdsensing. 191-201 2022 WASA (3) https://doi.org/10.1007/978-3-031-19211-1_16 conf/wasa/2022-3 db/conf/wasa/wasa2022-3.html#YangZXY22 Chongyu Zhong Jinghua Zhu Heran Xi PS-LSTM: Popularity Analysis And Social Network For Point-Of-Interest Recommendation In Previously Unvisited Locations. 28:1-28:6 2021 CNIOT https://doi.org/10.1145/3468691.3468720 conf/cniot/2021 db/conf/cniot/cniot2021.html#ZhongZX21 Shiwen Yang Jinghua Zhu Heran Xi Multi-Relational Hierarchical Attention for Top-k Recommendation. 300-313 2021 ICA3PP (2) https://doi.org/10.1007/978-3-030-95388-1_20 conf/ica3pp/2021-2 db/conf/ica3pp/ica3pp2021-2.html#YangZX21 Jinghua Zhu Yuanjing Li Anqi Lu Heran Xi Worker Recruitment Based on Edge-Cloud Collaboration in Mobile Crowdsensing System. 406-420 2021 ICA3PP (2) https://doi.org/10.1007/978-3-030-95388-1_27 conf/ica3pp/2021-2 db/conf/ica3pp/ica3pp2021-2.html#ZhuLLX21 Jinghua Zhu Dandan Yuan Heran Xi Context-Aware Network for Multi-Turn Response Selection in Retrieval-Based Chatbots. 23-28 2021 ICHMI https://doi.org/10.1145/3478472.3478479 conf/ichmi/2021 db/conf/ichmi/ichmi2021.html#ZhuYX21 Jinghua Zhu Huafeng Hou Heran Xi Deep Recommendation Model Based on Local Attention and GRU. 177-183 2021 ICIAI https://doi.org/10.1145/3461353.3461381 conf/iciai/2021 db/conf/iciai/iciai2021.html#ZhuHX21 Shunan Gao Jinghua Zhu Heran Xi Attention-Based Encoder-Decoder Network For Single Image Dehazing. 1-6 2021 ICME Workshops https://doi.org/10.1109/ICMEW53276.2021.9455979 conf/icmcs/2021w db/conf/icmcs/icmew2021.html#GaoZX21 Wenchao Wang Jinghua Zhu Heran Xi Sequential Recommendation via Temporal Self-Attention and Multi-Preference Learning. 18-30 2021 WASA (2) https://doi.org/10.1007/978-3-030-86130-8_2 conf/wasa/2021-2 db/conf/wasa/wasa2021-2.html#WangZX21 Hongjun An Hui Cui 0002 Yanchang Cui Yingchun Cui Haoji Dong Jichen Dong Shunan Gao Yuan He Huafeng Hou Yang Hu Chengying Huang Hongxu Ji Jinbao Li Mingyang Li Yuanjing Li Anqi Lu Jiquan Ma Xianjin Rong Yue Sheng Yeheng Sun Donghao Wang Jijian Wang Wenchao Wang Jie Wu Zhengda Wu Chengcheng Xing Mingchuan Yang Shiwen Yang Yue Yang Dandan Yuan Jiawei Zhang Qi Zhang Zhuohao Zhang Jiafeng Zheng Chongyu Zhong Shiyang Zhou Zhiwei Zhou Jinghua Zhu