| 2026 | AAAI | FedGRPO: Privately Optimizing Foundation Models with Group-Relative Rewards from Domain Clients. | Gongxi Zhu, Hanlin Gu, Lixin Fan, Qiang Yang, Yuxing Han |
| 2026 | ACL | FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion. | Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang |
| 2026 | PAKDD | Federated Co-tuning Framework for Large and Small Language Models. | Tao Fan, Yan Kang, Guoqiang Ma, Lixin Fan, Shuoling Liu, Kai Chen, Qiang Yang |
| 2025 | COLING | FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models. | Tao Fan, Guoqiang Ma, Yan Kang, Hanlin Gu, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang |
| 2025 | CVPR | Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor. | Hao Yu, Xin Yang, Le Zhang, Hanlin Gu, Tianrui Li, Lixin Fan, Qiang Yang |
| 2025 | CVPR | FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning. | Gongxi Zhu, Donghao Li, Hanlin Gu, Yuan Yao, Lixin Fan, Yuxing Han |
| 2025 | EMNLP | FedCoT: Federated Chain-of-Thought Distillation for Large Language Models. | Tao Fan, Weijing Chen, Yan Kang, Guoqiang Ma, Hanlin Gu, Yuanfeng Song, Lixin Fan, Qiang Yang |
| 2025 | EMNLP | PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation. | Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Qiang Yang |
| 2025 | EMNLP | Model-based Large Language Model Customization as Service. | Zhaomin Wu, Jizhou Guo, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang |
| 2025 | ICDE | Interactive Search with Reinforcement Learning. | Weicheng Wang, Victor Junqiu Wei, Min Xie, Di Jiang, Lixin Fan, Haijun Yang |
| 2025 | SMC | Domain-Adaptation Network for Knowledge Transfer in SOFC Operational Mode Identification Under Extreme Distribution Shifts. | Jingjing Wang, Lixin Fan, Shuyu Zhang, Jingang Lai, Zhonghua Deng, Yuanwu Xu, Xi Li |
| 2024 | AAAI | Complementary Knowledge Distillation for Robust and Privacy-Preserving Model Serving in Vertical Federated Learning. | Dashan Gao, Sheng Wan, Lixin Fan, Xin Yao, Qiang Yang |
| 2024 | ECCV | Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning. | Jinglin Liang, Jin Zhong, Hanlin Gu, Zhongqi Lu, Xingxing Tang, Gang Dai, Shuangping Huang, Lixin Fan, Qiang Yang |
| 2024 | ICDCS | Byzantine Robust Aggregation in Federated Distillation with Adversaries. | Wenrui Li, Hanlin Gu, Sheng Wan, Zhirong Luan, Wei Xi, Lixin Fan, Qiang Yang, Badong Chen |
| 2024 | ICDE | Model Trip: Enhancing Privacy and Fairness in Model Fusion Across Multi-Federations for Trustworthy Global Healthcare. | Qian Chen, Yiqiang Chen, Bingjie Yan, Xinlong Jiang, Xiaojin Zhang, Yan Kang, Teng Zhang, Wuliang Huang, Chenlong Gao, Lixin Fan, Qiang Yang |
| 2024 | IJCAI | Unlearning during Learning: An Efficient Federated Machine Unlearning Method. | Hanlin Gu, Gongxi Zhu, Jie Zhang, Xinyuan Zhao, Yuxing Han, Lixin Fan, Qiang Yang |
| 2024 | PAKDD | SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree. | Tao Fan, Weijing Chen, Guoqiang Ma, Yan Kang, Lixin Fan, Qiang Yang |
| 2023 | ICDE | Distribution-Regularized Federated Learning on Non-IID Data. | Yansheng Wang, Yongxin Tong, Zimu Zhou, Ruisheng Zhang, Sinno Jialin Pan, Lixin Fan, Qiang Yang |
| 2023 | ICDE | Hierarchical Crowdsourcing for Data Labeling with Heterogeneous Crowd. | Haodi Zhang, Wenxi Huang, Zhenhan Su, Junyang Chen, Di Jiang, Lixin Fan, Chen Zhang, Defu Lian, Kaishun Wu |
| 2023 | IJCAI | FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation. | Hanlin Gu, Jiahuan Luo, Yan Kang, Lixin Fan, Qiang Yang |
| 2023 | PAKDD | Achieving Provable Byzantine Fault-tolerance in a Semi-honest Federated Learning Setting. | Xingxing Tang, Hanlin Gu, Lixin Fan, Qiang Yang |
| 2022 | ICPADS | Knowledge-Enhanced Learning for KG Embedding. | Haodi Zhang, Zhao Chen, Jinyin Nie, Di Jiang, Lixin Fan, Kaishun Wu |
| 2022 | IJCAI | FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning. | Yuezhou Wu, Yan Kang, Jiahuan Luo, Yuanqin He, Lixin Fan, Rong Pan, Qiang Yang |
| 2022 | NAACL | You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas. | Haoran Li, Yangqiu Song, Lixin Fan |
| 2021 | AAAI | A Health-friendly Speaker Verification System Supporting Mask Wearing. | Chaotao Chen, Di Jiang, Jinhua Peng, Rongzhong Lian, Chen Jason Zhang, Qian Xu, Lixin Fan, Qiang Yang |
| 2021 | CVPR | Protecting Intellectual Property of Generative Adversarial Networks From Ambiguity Attacks. | Ding Sheng Ong, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang |
| 2021 | ICDAR | ICDAR 2021 Competition on Integrated Circuit Text Spotting and Aesthetic Assessment. | Chun Chet Ng, Akmalul Khairi Bin Nazaruddin, Yeong Khang Lee, Xinyu Wang, Yuliang Liu, Chee Seng Chan, Lianwen Jin, Yipeng Sun, Lixin Fan |
| 2020 | CHI | MaraVis: Representation and Coordinated Intervention of Medical Encounters in Urban Marathon. | Quan Li, Huanbin Lin, Xiguang Wei, Yangkun Huang, Lixin Fan, Jian Du, Xiaojuan Ma, Tianjian Chen |
| 2020 | IJCAI | Deep Polarized Network for Supervised Learning of Accurate Binary Hashing Codes. | Lixin Fan, Kam Woh Ng, Ce Ju, Tianyu Zhang, Chee Seng Chan |
| 2019 | ICANN | Simultaneously Learning Architectures and Features of Deep Neural Networks. | Tinghuai Wang, Lixin Fan, Huiling Wang |
| 2018 | ICPR | Deep Epitome for Unravelling Generalized Hamming Network. | Lixin Fan |
| 2018 | ICPR | Generic calibration of cameras with non-parallel optical elements. | Peter Fasogbon, Lixin Fan |
| 2018 | ICPR | Automatic Feature Extraction for Wide-angle and Fish-eye Camera Calibration. | Peter Fasogbon, Lixin Fan |
| 2018 | ICPR | Depth Masked Discriminative Correlation Filter. | Ugur Kart, Joni-Kristian Kamarainen, Jiri Matas, Lixin Fan, Francesco Cricri |
| 2018 | ICPR | Object Detection in Equirectangular Panorama. | Wenyan Yang, Yanlin Qian, Joni-Kristian Kamarainen, Francesco Cricri, Lixin Fan |
| 2018 | MMSP | Memory-Efficient Deep Salient Object Segmentation Networks on Gridized Superpixels. | aglar Aytekin, Xingyang Ni, Francesco Cricri, Lixin Fan, Emre Aksu |
| 2016 | CVPR | Comprehensive Automated 3D Urban Environment Modelling Using Terrestrial Laser Scanning Point Cloud. | Pouria Babahajiani, Lixin Fan, Joni-Kristian Kamarainen, Moncef Gabbouj |
| 2016 | CVPR | Real Time Complete Dense Depth Reconstruction for a Monocular Camera. | Xiaoshui Huang, Lixin Fan, Jian Zhang, Qiang Wu, Chun Yuan |
| 2016 | DICTA | A Coarse-to-Fine Algorithm for Registration in 3D Street-View Cross-Source Point Clouds. | Xiaoshui Huang, Jian Zhang, Qiang Wu, Lixin Fan, Chun Yuan |
| 2016 | ECCV | Global Scale Integral Volumes. | Sounak Bhattacharya, Lixin Fan, Pouria Babahajiani, Moncef Gabbouj |
| 2016 | ICML | Accurate Robust and Efficient Error Estimation for Decision Trees. | Lixin Fan |
| 2015 | DICTA | Dense Correspondence Using Non-Local DAISY Forest. | Xiaoshui Huang, Jian Zhang, Qiang Wu, Chun Yuan, Lixin Fan |
| 2014 | ACCV | Object Recognition in 3D Point Cloud of Urban Street Scene. | Pouria Babahajiani, Lixin Fan, Moncef Gabbouj |
| 2014 | ACCV | Online Learning of Binary Feature Indexing for Real-Time SLAM Relocalization. | Youji Feng, Yihong Wu, Lixin Fan |
| 2014 | ICIP | A 3D map augmented photo gallery application on mobile device. | Junsheng Fu, Lixin Fan, Kimmo Roimela, Yu You, Ville-Veikko Mattila |
| 2014 | ICIP | Street view cross-sourced point cloud matching and registration. | Furong Peng, Qiang Wu, Lixin Fan, Jian Zhang, Yu You, Jianfeng Lu, Jing-Yu Yang |
| 2013 | ICCV | Supervised Binary Hash Code Learning with Jensen Shannon Divergence. | Lixin Fan |
| 2012 | CVPR | Head-tracking virtual 3-D display for mobile devices. | Miguel Bordallo Lpez, Jari Hannuksela, Olli Silvn, Lixin Fan |
| 2011 | ICIG | A Feature-Based Object Tracking Method Using Online Template Switching and Feature Adaptation. | Lixin Fan |
| 2011 | ICIG | Graph Partition Based Bundle Adjustment for Structured Dataset. | Yuanfan Xie, Lixin Fan, Yihong Wu |
| 2010 | ICIP | PCA-based structure refinement for reconstruction of urban scene. | Qinxun Bai, Yihong Wu, Lixin Fan |
| 2010 | ICIP | Animation pyramid for efficient image database browsing. | Lixin Fan |
| 2010 | ICIP | A feature-based object tracking approach for realtime image processing on mobile devices. | Lixin Fan, Mikko Riihimaki, Iivari Kunttu |
| 2009 | ISVC | Efficient Random Sampling for Nonrigid Feature Matching. | Lixin Fan, Timo Pylvninen |
| 2009 | ISVC | Adaptive Sample Consensus for Efficient Random Optimization. | Lixin Fan, Timo Pylvninen |
| 2009 | ISVC | Revisiting the P | Timo Pylvninen, Lixin Fan, Vincent Lepetit |
| 2008 | ECCV | Robust Scale Estimation from Ensemble Inlier Sets for Random Sample Consensus Methods. | Lixin Fan, Timo Pylvninen |
| 2007 | ISVC | Hill Climbing Algorithm for Random Sample Consensus Methods. | Timo Pylvninen, Lixin Fan |
| 2004 | ICIG | Intra-class variation, affine transformation and background clutter: towards robust image matching. | Lixin Fan |
| 2003 | ICDAR | Wavelet Diffusion for Document Image Denoising. | Lixin Fan, Liying Fan, Chew Lim Tan |
| 2003 | ICIP | A diffusion process for wavelet-transform-based image denoising and its application to document image binarization. | Lixin Fan, Liying Fan, Chew Lim Tan |
| 2002 | ICIP | Adaptive image restoration using structure tensors. | Lixin Fan, Liying Fan, Chew Lim Tan |
| 2001 | ICDAR | Binarizing Document Image Using Coplanar Prefilter. | Liying Fan, Lixin Fan, Chew Lim Tan |
| 2001 | ICIP | Edge-preserving prefiltering for document image binarization. | Liying Fan, Chew Lim Tan, Lixin Fan |
| 2000 | CVPR | A Combined Feature-Texture Similarity Measure for Face Alignment under. | Lixin Fan, Kah Kay Sung |