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2025
[j34]
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Qiang Yang, Han Yu, Sin G. Teo, Bo Li, Guodong Long, Chao Jin, Lixin Fan, Yang Liu, Le Zhang:
Guest Editorial: Special Issue on Trustworthy Federated Learning. IEEE Trans. Neural Networks Learn. Syst. 36(1): 5 (2025)
2024
[j33]
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Yuanfeng Song, Yuanqin He, Xuefang Zhao, Hanlin Gu, Di Jiang, Haijun Yang, Lixin Fan:
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models. J. Comput. Sci. Technol. 39(4): 984-1004 (2024)
[j32]
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Hanlin Gu, Lixin Fan, Xingxing Tang, Qiang Yang:
FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders. IEEE Trans. Pattern Anal. Mach. Intell. 46(9): 5905-5920 (2024)
[j31]
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Dongqi Cai, Tao Fan, Yan Kang, Lixin Fan, Mengwei Xu, Shangguang Wang, Qiang Yang:
Accelerating Vertical Federated Learning. IEEE Trans. Big Data 10(6): 752-760 (2024)
[j30]
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Xiaojin Zhang, Lixin Fan, Siwei Wang, Wenjie Li, Kai Chen, Qiang Yang:
A Game-theoretic Framework for Privacy-preserving Federated Learning. ACM Trans. Intell. Syst. Technol. 15(3): 52:1-52:35 (2024)
[j29]
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Xiaojin Zhang, Yan Kang, Lixin Fan, Kai Chen, Qiang Yang:
A Meta-Learning Framework for Tuning Parameters of Protection Mechanisms in Trustworthy Federated Learning. ACM Trans. Intell. Syst. Technol. 15(3): 55:1-55:36 (2024)
[j28]
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Yan Kang, Hanlin Gu, Xingxing Tang, Yuanqin He, Yuzhu Zhang, Jinnan He, Yuxing Han, Lixin Fan, Kai Chen, Qiang Yang:
Optimizing Privacy, Utility, and Efficiency in a Constrained Multi-Objective Federated Learning Framework. ACM Trans. Intell. Syst. Technol. 15(6): 134:1-134:33 (2024)
2023
[j27]
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Qiang Yang, Anbu Huang, Lixin Fan, Chee Seng Chan, Jian Han Lim, Kam Woh Ng, Ding Sheng Ong, Bowen Li:
Federated Learning with Privacy-preserving and Model IP-right-protection. Int. J. Autom. Comput. 20(1): 19-37 (2023)
[j26]
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Bowen Li, Lixin Fan, Hanlin Gu, Jie Li, Qiang Yang:
FedIPR: Ownership Verification for Federated Deep Neural Network Models. IEEE Trans. Pattern Anal. Mach. Intell. 45(4): 4521-4536 (2023)
[j25]
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Xiaojin Zhang, Hanlin Gu, Lixin Fan, Kai Chen, Qiang Yang:
No Free Lunch Theorem for Security and Utility in Federated Learning. ACM Trans. Intell. Syst. Technol. 14(1): 1:1-1:35 (2023)
[j24]
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Xiaojin Zhang, Yan Kang, Kai Chen, Lixin Fan, Qiang Yang:
Trading Off Privacy, Utility, and Efficiency in Federated Learning. ACM Trans. Intell. Syst. Technol. 14(6): 98:1-98:32 (2023)
[j23]
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Chaotao Chen, Di Jiang, Jinhua Peng, Rongzhong Lian, Yawen Li, Chen Jason Zhang, Lei Chen, Lixin Fan:
Scalable Identity-Oriented Speech Retrieval. IEEE Trans. Knowl. Data Eng. 35(3): 3261-3265 (2023)
[j22]
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Qing Shuai, Zhiyuan Yu, Zhize Zhou, Lixin Fan, Haijun Yang, Can Yang, Xiaowei Zhou:
Reconstructing Close Human Interactions from Multiple Views. ACM Trans. Graph. 42(6): 273:1-273:14 (2023)
2022
[j21]
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Lixin Fan, Kam Woh Ng, Chee Seng Chan, Qiang Yang:
DeepIPR: Deep Neural Network Ownership Verification With Passports. IEEE Trans. Pattern Anal. Mach. Intell. 44(10): 6122-6139 (2022)
[j20]
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Jian Han Lim, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang:
Protect, show, attend and tell: Empowering image captioning models with ownership protection. Pattern Recognit. 122: 108285 (2022)
[j19]
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Lin Zhang, Lixin Fan, Yong Luo, Ling-Yu Duan:
Intrinsic Performance Influence-based Participant Contribution Estimation for Horizontal Federated Learning. ACM Trans. Intell. Syst. Technol. 13(6): 88:1-88:24 (2022)
[j18]
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Jeffry Wicaksana, Zengqiang Yan, Xin Yang, Yang Liu, Lixin Fan, Kwang-Ting Cheng:
Customized Federated Learning for Multi-Source Decentralized Medical Image Classification. IEEE J. Biomed. Health Informatics 26(11): 5596-5607 (2022)
2021
[j17]
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Shengbin Wang, Zhimin Wang, Guolong Cui, Shangshang Shi, Ruimin Shang, Lixin Fan, Wendong Li, Zhiqiang Wei, Yongjian Gu:
Fast black-box quantum state preparation based on linear combination of unitaries. Quantum Inf. Process. 20(8): 1-14 (2021)
2020
[j16]
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Lixin Fan, Diana Marculescu, Werner Bailer, Yurong Chen:
Editorial: Special Issue on Compact Deep Neural Networks With Industrial Applications. IEEE J. Sel. Top. Signal Process. 14(4): 605-608 (2020)
[j15]
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Shengbin Wang, Zhimin Wang, Wendong Li, Lixin Fan, Zhiqiang Wei, Yongjian Gu:
Quantum fast Poisson solver: the algorithm and complete and modular circuit design. Quantum Inf. Process. 19(6): 170 (2020)
[j14]
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Shengbin Wang, Zhimin Wang, Wendong Li, Lixin Fan, Guolong Cui, Zhiqiang Wei, Yongjian Gu:
Quantum circuits design for evaluating transcendental functions based on a function-value binary expansion method. Quantum Inf. Process. 19(9): 347 (2020)
2018
[j13]
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Xiaoshui Huang, Jian Zhang, Qiang Wu, Lixin Fan, Chun Yuan:
A Coarse-to-Fine Algorithm for Matching and Registration in 3D Cross-Source Point Clouds. IEEE Trans. Circuits Syst. Video Technol. 28(10): 2965-2977 (2018)
2017
[j12]
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  - journals/mva/BabahajianiFKG17
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Pouria Babahajiani, Lixin Fan, Joni-Kristian Kämäräinen, Moncef Gabbouj:
Urban 3D segmentation and modelling from street view images and LiDAR point clouds. Mach. Vis. Appl. 28(7): 679-694 (2017)
[j11]
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Youji Feng, Yihong Wu, Lixin Fan:
Real-time SLAM relocalization with online learning of binary feature indexing. Mach. Vis. Appl. 28(8): 953-963 (2017)
[j10]
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Xiaoshui Huang, Jian Zhang, Lixin Fan, Qiang Wu, Chun Yuan:
A Systematic Approach for Cross-Source Point Cloud Registration by Preserving Macro and Micro Structures. IEEE Trans. Image Process. 26(7): 3261-3276 (2017)
2016
[j9]
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  - journals/ijdsn/FanFYH16
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Lixin Fan, En Fan, Changhong Yuan, Keli Hu:
Weighted fuzzy track association method based on Dempster-Shafer theory in distributed sensor networks. Int. J. Distributed Sens. Networks 12(7) (2016)
[j8]
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Youji Feng, Lixin Fan, Yihong Wu:
Fast Localization in Large-Scale Environments Using Supervised Indexing of Binary Features. IEEE Trans. Image Process. 25(1): 343-358 (2016)
2015
[j7]
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Lixin Fan:
Using the Similarity Measure between Intuitionistic Fuzzy Sets for the Application on Pattern Recognitions. Int. J. Cogn. Informatics Nat. Intell. 9(2): 24-36 (2015)
[j6]
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Tinghuai Wang, Huiling Wang, Lixin Fan:
A weakly supervised geodesic level set framework for interactive image segmentation. Neurocomputing 168: 55-64 (2015)
2007
[j5]
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Ghim Hwee Ong, Lixin Fan:
An efficient parallel algorithm for hexagonal-based fractal image compression. Int. J. Comput. Math. 84(2): 203-218 (2007)
2005
[j4]
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  - journals/ijdar/DanceF05
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Christopher R. Dance, Lixin Fan:
Color reconstruction in digital cameras: optimization for document images. Int. J. Document Anal. Recognit. 7(2-3): 138-146 (2005)
2003
[j3]
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Lixin Fan, Liying Fan, Chew Lim Tan:
Adaptive image-smoothing using a coplanar matrix and its application to document image binarization. Int. J. Document Anal. Recognit. 5(2-3): 88-101 (2003)
[j2]
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Lixin Fan, Kah Kay Sung, Teck Khim Ng:
Pedestrian registration in static images with unconstrained background. Pattern Recognit. 36(4): 1019-1029 (2003)
[j1]
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Lixin Fan, Kah Kay Sung:
Model-based varying pose face detection and facial feature registration in colour images. Pattern Recognit. Lett. 24(1-3): 237-249 (2003)

Conference and Workshop Papers

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2024
[c74]
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  - conf/aaai/GaoWFY024
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Dashan Gao, Sheng Wan, Lixin Fan, Xin Yao, Qiang Yang:
Complementary Knowledge Distillation for Robust and Privacy-Preserving Model Serving in Vertical Federated Learning. AAAI 2024: 19832-19839
[c73]
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Jinglin Liang, Jin Zhong, Hanlin Gu, Zhongqi Lu, Xingxing Tang, Gang Dai, Shuangping Huang, Lixin Fan, Qiang Yang:
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning. ECCV (30) 2024: 303-319
[c72]
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Wenrui Li, Hanlin Gu, Sheng Wan, Zhirong Luan, Wei Xi, Lixin Fan, Qiang Yang, Badong Chen:
Byzantine Robust Aggregation in Federated Distillation with Adversaries. ICDCS 2024: 881-890
[c71]
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Qian Chen, Yiqiang Chen, Bingjie Yan, Xinlong Jiang, Xiaojin Zhang, Yan Kang, Teng Zhang, Wuliang Huang, Chenlong Gao, Lixin Fan, Qiang Yang:
Model Trip: Enhancing Privacy and Fairness in Model Fusion Across Multi-Federations for Trustworthy Global Healthcare. ICDE 2024: 2231-2244
[c70]
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Hanlin Gu, Gongxi Zhu, Jie Zhang, Xinyuan Zhao, Yuxing Han, Lixin Fan, Qiang Yang:
Unlearning during Learning: An Efficient Federated Machine Unlearning Method. IJCAI 2024: 4035-4043
[c69]
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Tao Fan, Weijing Chen, Guoqiang Ma, Yan Kang, Lixin Fan, Qiang Yang:
SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree. PAKDD (3) 2024: 237-249
[c68]
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Dashan Gao, Sheng Wan, Hanlin Gu, Lixin Fan, Xin Yao, Qiang Yang:
Label Privacy Source Coding in Vertical Federated Learning. ECML/PKDD (1) 2024: 313-331
2023
[c67]
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Haodi Zhang, Wenxi Huang, Zhenhan Su, Junyang Chen, Di Jiang, Lixin Fan, Chen Zhang, Defu Lian, Kaishun Wu:
Hierarchical Crowdsourcing for Data Labeling with Heterogeneous Crowd. ICDE 2023: 1234-1246
[c66]
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Yansheng Wang, Yongxin Tong, Zimu Zhou, Ruisheng Zhang, Sinno Jialin Pan, Lixin Fan, Qiang Yang:
Distribution-Regularized Federated Learning on Non-IID Data. ICDE 2023: 2113-2125
[c65]
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Hanlin Gu, Jiahuan Luo, Yan Kang, Lixin Fan, Qiang Yang:
FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation. IJCAI 2023: 3759-3767
[c64]
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Xingxing Tang, Hanlin Gu, Lixin Fan, Qiang Yang:
Achieving Provable Byzantine Fault-tolerance in a Semi-honest Federated Learning Setting. PAKDD (2) 2023: 415-427
[c63]
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Mintu Yang, Xianxu Hou, Hao Li, Linlin Shen, Lixin Fan:
Learning Adapters for Text-Guided Portrait Stylization with Pretrained Diffusion Models. PRCV (1) 2023: 247-258
[c62]
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Jingxia Lu, Xianxu Hou, Hao Li, Zhibin Peng, Linlin Shen, Lixin Fan:
MaskDiffuse: Text-Guided Face Mask Removal Based on Diffusion Models. PRCV (6) 2023: 435-446
2022
[c61]
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Haodi Zhang, Zhao Chen, Jinyin Nie, Di Jiang, Lixin Fan, Kaishun Wu:
Knowledge-Enhanced Learning for KG Embedding. ICPADS 2022: 843-850
[c60]
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Yuezhou Wu, Yan Kang, Jiahuan Luo, Yuanqin He, Lixin Fan, Rong Pan, Qiang Yang:
FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning. IJCAI 2022: 2334-2340
[c59]
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Haoran Li, Yangqiu Song, Lixin Fan:
You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas. NAACL-HLT 2022: 5858-5870
2021
[c58]
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Chaotao Chen, Di Jiang, Jinhua Peng, Rongzhong Lian, Chen Jason Zhang, Qian Xu, Lixin Fan, Qiang Yang:
A Health-friendly Speaker Verification System Supporting Mask Wearing. AAAI 2021: 16004-16006
[c57]
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  - conf/cvpr/OngCNFY21
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Ding Sheng Ong, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang:
Protecting Intellectual Property of Generative Adversarial Networks From Ambiguity Attacks. CVPR 2021: 3630-3639
[c56]
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Chun Chet Ng, Akmalul Khairi Bin Nazaruddin, Yeong Khang Lee, Xinyu Wang, Yuliang Liu, Chee Seng Chan, Lianwen Jin, Yipeng Sun, Lixin Fan:
ICDAR 2021 Competition on Integrated Circuit Text Spotting and Aesthetic Assessment. ICDAR (4) 2021: 663-677
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Yuanfeng Song, Di Jiang, Xuefang Zhao, Qian Xu, Raymond Chi-Wing Wong, Lixin Fan, Qiang Yang:
L2RS: A Learning-to-Rescore Mechanism for Hybrid Speech Recognition. ACM Multimedia 2021: 1157-1166
2020
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Lixin Fan, Chang Liu, Yuhao Zhou, Tianyu Zhang, Qiang Yang:
Interpreting and Evaluating Black Box Models in a Customizable Way. IEEE BigData 2020: 5435-5440
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Quan Li, Huanbin Lin, Xiguang Wei, Yangkun Huang, Lixin Fan, Jian Du, Xiaojuan Ma, Tianjian Chen:
MaraVis: Representation and Coordinated Intervention of Medical Encounters in Urban Marathon. CHI 2020: 1-12
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Lixin Fan, Kam Woh Ng, Ce Ju, Tianyu Zhang, Chee Seng Chan:
Deep Polarized Network for Supervised Learning of Accurate Binary Hashing Codes. IJCAI 2020: 825-831
2019
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Tinghuai Wang, Lixin Fan, Huiling Wang:
Simultaneously Learning Architectures and Features of Deep Neural Networks. ICANN (2) 2019: 275-287
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Xiaoshui Huang, Lixin Fan, Qiang Wu, Jian Zhang, Chun Yuan:
Fast Registration for Cross-Source Point Clouds by using Weak Regional Affinity and Pixel-Wise Refinement. ICME 2019: 1552-1557
[c49]
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Lixin Fan, Kam Woh Ng, Chee Seng Chan:
Rethinking Deep Neural Network Ownership Verification: Embedding Passports to Defeat Ambiguity Attacks. NeurIPS 2019: 4716-4725
2018
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Lixin Fan:
Deep Epitome for Unravelling Generalized Hamming Network. ICPR 2018: 409-416
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Peter Fasogbon, Lixin Fan:
Generic calibration of cameras with non-parallel optical elements. ICPR 2018: 1875-1881
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Ugur Kart, Joni-Kristian Kamarainen, Jiri Matas, Lixin Fan, Francesco Cricri:
Depth Masked Discriminative Correlation Filter. ICPR 2018: 2112-2117
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Wenyan Yang, Yanlin Qian, Joni-Kristian Kamarainen, Francesco Cricri, Lixin Fan:
Object Detection in Equirectangular Panorama. ICPR 2018: 2190-2195
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Peter Fasogbon, Lixin Fan:
Automatic Feature Extraction for Wide-angle and Fish-eye Camera Calibration. ICPR 2018: 2947-2952
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Çaglar Aytekin, Xingyang Ni, Francesco Cricri, Lixin Fan, Emre Aksu:
Memory-Efficient Deep Salient Object Segmentation Networks on Gridized Superpixels. MMSP 2018: 1-6
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Ugur Kart, Joni-Kristian Kämäräinen, Lixin Fan, Moncef Gabbouj:
Evaluation of Visual Object Trackers on Equirectangular Panorama. VISIGRAPP (5: VISAPP) 2018: 25-32
2017
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Lixin Fan:
Revisit Fuzzy Neural Network: Demystifying Batch Normalization and ReLU with Generalized Hamming Network. NIPS 2017: 1923-1932
2016
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Pouria Babahajiani, Lixin Fan, Joni-Kristian Kamarainen, Moncef Gabbouj:
Comprehensive Automated 3D Urban Environment Modelling Using Terrestrial Laser Scanning Point Cloud. CVPR Workshops 2016: 652-660
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Xiaoshui Huang, Lixin Fan, Jian Zhang, Qiang Wu, Chun Yuan:
Real Time Complete Dense Depth Reconstruction for a Monocular Camera. CVPR Workshops 2016: 674-679
[c38]
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Xiaoshui Huang, Jian Zhang, Qiang Wu, Lixin Fan, Chun Yuan:
A Coarse-to-Fine Algorithm for Registration in 3D Street-View Cross-Source Point Clouds. DICTA 2016: 1-6
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Sounak Bhattacharya, Lixin Fan, Pouria Babahajiani, Moncef Gabbouj:
Global Scale Integral Volumes. ECCV Workshops (1) 2016: 192-204
[c36]
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Lixin Fan:
Accurate Robust and Efficient Error Estimation for Decision Trees. ICML 2016: 239-247
2015
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Xiaoshui Huang, Jian Zhang, Qiang Wu, Chun Yuan, Lixin Fan:
Dense Correspondence Using Non-Local DAISY Forest. DICTA 2015: 1-8
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Tinghuai Wang, Huiling Wang, Lixin Fan:
Robust interactive image segmentation with weak supervision for mobile touch screen devices. ICME 2015: 1-6
[c33]
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Pouria Babahajiani, Lixin Fan, Joni-Kristian Kamarainen, Moncef Gabbouj:
Automated super-voxel based features classification of urban environments by integrating 3D point cloud and image content. ICSIPA 2015: 372-377
2014
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Yu You, Lixin Fan, Kimmo Roimela, Ville-Veikko Mattila:
Simple Octree Solution for Multi-resolution LiDAR Processing and Visualisation. CIT 2014: 220-225
[c31]
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Pouria Babahajiani, Lixin Fan, Moncef Gabbouj:
Object Recognition in 3D Point Cloud of Urban Street Scene. ACCV Workshops (1) 2014: 177-190
[c30]
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Youji Feng, Yihong Wu, Lixin Fan:
Online Learning of Binary Feature Indexing for Real-Time SLAM Relocalization. ACCV Workshops (1) 2014: 206-217
[c29]
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Furong Peng, Qiang Wu, Lixin Fan, Jian Zhang, Yu You, Jianfeng Lu, Jing-Yu Yang:
Street view cross-sourced point cloud matching and registration. ICIP 2014: 2026-2030
[c28]
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Junsheng Fu, Lixin Fan, Kimmo Roimela, Yu You, Ville-Veikko Mattila:
A 3D map augmented photo gallery application on mobile device. ICIP 2014: 2507-2511
[c27]
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Juan Lei, Zhenhua Wang, Yihong Wu, Lixin Fan:
Efficient pose tracking on mobile phones with 3D points grouping. ICME 2014: 1-6
2013
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Yu You, Lixin Fan, Ville-Veikko Mattila, Alain Boyer, Tuomas Kantonen:
In-Situ Web Mashup and Hypermedia Support for Mobile Vision-Based AR Applications. GreenCom/iThings/CPScom 2013: 797-803
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Lixin Fan:
Supervised Binary Hash Code Learning with Jensen Shannon Divergence. ICCV 2013: 2616-2623
[c24]
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Pouria Babahajiani, Lixin Fan, Moncef Gabbouj:
Semantic Parsing of Street Scene Images Using 3D LiDAR Point Cloud. ICCV Workshops 2013: 714-721
[c23]
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Junsheng Fu, Lixin Fan, Yu You, Kimmo Roimela:
Augmented and interactive video playback based on global camera pose. ACM Multimedia 2013: 461-462
[c22]
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Matti Matilainen, Jari Hannuksela, Lixin Fan:
Finger Tracking for Gestural Interaction in Mobile Devices. SCIA 2013: 329-338
2012
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Miguel Bordallo López, Jari Hannuksela, Olli Silvén, Lixin Fan:
Head-tracking virtual 3-D display for mobile devices. CVPR Workshops 2012: 27-34
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Youji Feng, Yihong Wu, Lixin Fan:
On-line Object Reconstruction and Tracking for 3D Interaction. ICME 2012: 711-716
2011
[c19]
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Juan Lei, Youji Feng, Lixin Fan, Yihong Wu:
Real-time object tracking on mobile phones. ACPR 2011: 560-564
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Lixin Fan:
A Feature-Based Object Tracking Method Using Online Template Switching and Feature Adaptation. ICIG 2011: 707-713
[c17]
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Yuanfan Xie, Lixin Fan, Yihong Wu:
Graph Partition Based Bundle Adjustment for Structured Dataset. ICIG 2011: 1010-1016
2010
[c16]
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Qinxun Bai, Yihong Wu, Lixin Fan:
PCA-based structure refinement for reconstruction of urban scene. ICIP 2010: 2953-2956
[c15]
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Lixin Fan:
Animation pyramid for efficient image database browsing. ICIP 2010: 3189-3192
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Lixin Fan, Mikko Riihimaki, Iivari Kunttu:
A feature-based object tracking approach for realtime image processing on mobile devices. ICIP 2010: 3921-3924
2009
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Lixin Fan, Timo Pylvänäinen:
Adaptive Sample Consensus for Efficient Random Optimization. ISVC (2) 2009: 252-263
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Lixin Fan, Timo Pylvänäinen:
Efficient Random Sampling for Nonrigid Feature Matching. ISVC (1) 2009: 457-467
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Timo Pylvänäinen, Lixin Fan, Vincent Lepetit:
Revisiting the PnP Problem with a GPS. ISVC (1) 2009: 819-830
2008
[c10]
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Lixin Fan, Timo Pylvänäinen:
Robust Scale Estimation from Ensemble Inlier Sets for Random Sample Consensus Methods. ECCV (3) 2008: 182-195
2007
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Timo Pylvänäinen, Lixin Fan:
Hill Climbing Algorithm for Random Sample Consensus Methods. ISVC (1) 2007: 672-681
2004
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Lixin Fan:
Intra-class variation, affine transformation and background clutter: towards robust image matching. ICIG 2004: 22-26
2003
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Lixin Fan, Liying Fan, Chew Lim Tan:
Wavelet Diffusion for Document Image Denoising. ICDAR 2003: 1188-1192
[c6]
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Lixin Fan, Liying Fan, Chew Lim Tan:
A diffusion process for wavelet-transform-based image denoising and its application to document image binarization. ICIP (3) 2003: 353-356
2002
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Lixin Fan, Liying Fan, Chew Lim Tan:
Adaptive image restoration using structure tensors. ICIP (1) 2002: 345-348
2001
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Liying Fan, Lixin Fan, Chew Lim Tan:
Binarizing Document Image Using Coplanar Prefilter. ICDAR 2001: 34-38
[c3]
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Liying Fan, Chew Lim Tan, Lixin Fan:
Edge-preserving prefiltering for document image binarization. ICIP (1) 2001: 1070-1073
2000
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Lixin Fan, Kah Kay Sung:
A Combined Feature-Texture Similarity Measure for Face Alignment under. CVPR 2000: 1308-
[c1]
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Lixin Fan, Kah Kay Sung:
Model-based varying pose face detection and facial feature registration in video images. ACM Multimedia 2000: 295-302

Parts in Books or Collections

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2020
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Lixin Fan, Kam Woh Ng, Ce Ju, Tianyu Zhang, Chang Liu, Chee Seng Chan, Qiang Yang:
Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks. Federated Learning 2020: 32-50

Editorship

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2023
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Randy Goebel, Han Yu, Boi Faltings, Lixin Fan, Zehui Xiong:
Trustworthy Federated Learning - First International Workshop, FL 2022, Held in Conjunction with IJCAI 2022, Vienna, Austria, July 23, 2022, Revised Selected Papers. Lecture Notes in Computer Science 13448, Springer 2023, ISBN 978-3-031-28995-8 [contents]
2020
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Qiang Yang, Lixin Fan, Han Yu:
Federated Learning - Privacy and Incentive. Lecture Notes in Computer Science 12500, Springer 2020, ISBN 978-3-030-63075-1 [contents]

Informal and Other Publications

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2024
[i66]
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Qing Shuai, Zhiyuan Yu, Zhize Zhou, Lixin Fan, Haijun Yang, Can Yang, Xiaowei Zhou:
Reconstructing Close Human Interactions from Multiple Views. CoRR abs/2401.16173 (2024)
[i65]
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Gongxi Zhu, Donghao Li, Hanlin Gu, Yuxing Han, Yuan Yao, Lixin Fan, Qiang Yang:
Evaluating Membership Inference Attacks and Defenses in Federated Learning. CoRR abs/2402.06289 (2024)
[i64]
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Qi Hu, Weifeng Jiang, Haoran Li, Zihao Wang, Jiaxin Bai, Qianren Mao, Yangqiu Song, Lixin Fan, Jianxin Li:
FedCQA: Answering Complex Queries on Multi-Source Knowledge Graphs via Federated Learning. CoRR abs/2402.14609 (2024)
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Yan Kang, Ziyao Ren, Lixin Fan, Linghua Yang, Yongxin Tong, Qiang Yang:
Hyperparameter Optimization for SecureBoost via Constrained Multi-Objective Federated Learning. CoRR abs/2404.04490 (2024)
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Yuanqin He, Yan Kang, Lixin Fan, Qiang Yang:
FedEval-LLM: Federated Evaluation of Large Language Models on Downstream Tasks with Collective Wisdom. CoRR abs/2404.12273 (2024)
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Yue Cui, Chung-ju Huang, Yuzhu Zhang, Leye Wang, Lixin Fan, Xiaofang Zhou, Qiang Yang:
A Survey on Contribution Evaluation in Vertical Federated Learning. CoRR abs/2405.02364 (2024)
[i60]
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Haoran Li, Xinyuan Zhao, Dadi Guo, Hanlin Gu, Ziqian Zeng, Yuxing Han, Yangqiu Song, Lixin Fan, Qiang Yang:
Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data. CoRR abs/2405.14212 (2024)
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Hanlin Gu, Gongxi Zhu, Jie Zhang, Xinyuan Zhao, Yuxing Han, Lixin Fan, Qiang Yang:
Unlearning during Learning: An Efficient Federated Machine Unlearning Method. CoRR abs/2405.15474 (2024)
[i58]
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Hanlin Gu, WinKent Ong, Chee Seng Chan, Lixin Fan:
Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity. CoRR abs/2405.17462 (2024)
[i57]
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Xiaojin Zhang, Yulin Fei, Yan Kang, Wei Chen, Lixin Fan, Hai Jin, Qiang Yang:
No Free Lunch Theorem for Privacy-Preserving LLM Inference. CoRR abs/2405.20681 (2024)
[i56]
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  - journals/corr/abs-2406-01085
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Hanlin Gu, Jiahuan Luo, Yan Kang, Yuan Yao, Gongxi Zhu, Bowen Li, Lixin Fan, Qiang Yang:
FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation. CoRR abs/2406.01085 (2024)
[i55]
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Tao Fan, Guoqiang Ma, Yan Kang, Hanlin Gu, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang:
FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models. CoRR abs/2406.02224 (2024)
[i54]
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Tao Fan, Yan Kang, Weijing Chen, Hanlin Gu, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang:
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models. CoRR abs/2406.12403 (2024)
[i53]
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  - journals/corr/abs-2409-01128
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Jinglin Liang, Jin Zhong, Hanlin Gu, Zhongqi Lu, Xingxing Tang, Gang Dai, Shuangping Huang, Lixin Fan, Qiang Yang:
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning. CoRR abs/2409.01128 (2024)
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Zhaomin Wu, Jizhou Guo, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang:
Model-Based Differentially Private Knowledge Transfer for Large Language Models. CoRR abs/2410.10481 (2024)
[i51]
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Hanlin Gu, Hong Xi Tae, Chee Seng Chan, Lixin Fan:
A few-shot Label Unlearning in Vertical Federated Learning. CoRR abs/2410.10922 (2024)
[i50]
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Xinyuan Zhao, Hanlin Gu, Lixin Fan, Qiang Yang, Yuxing Han:
Disentangling data distribution for Federated Learning. CoRR abs/2410.12530 (2024)
[i49]
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Tao Fan, Yan Kang, Guoqiang Ma, Lixin Fan, Kai Chen, Qiang Yang:
FedCoLLM: A Parameter-Efficient Federated Co-tuning Framework for Large and Small Language Models. CoRR abs/2411.11707 (2024)
2023
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  - journals/corr/abs-2301-12623
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Hanlin Gu, Jiahuan Luo, Yan Kang, Lixin Fan, Qiang Yang:
FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation. CoRR abs/2301.12623 (2023)
[i47]
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  - journals/corr/abs-2304-04641
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Xiaojin Zhang, Anbu Huang, Lixin Fan, Kai Chen, Qiang Yang:
Probably Approximately Correct Federated Learning. CoRR abs/2304.04641 (2023)
[i46]
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  - journals/corr/abs-2304-05836
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Xiaojin Zhang, Lixin Fan, Siwei Wang, Wenjie Li, Kai Chen, Qiang Yang:
A Game-theoretic Framework for Federated Learning. CoRR abs/2304.05836 (2023)
[i45]
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  - journals/corr/abs-2305-00312
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Yan Kang, Hanlin Gu, Xingxing Tang, Yuanqin He, Yuzhu Zhang, Jinnan He, Yuxing Han, Lixin Fan, Kai Chen, Qiang Yang:
Optimizing Privacy, Utility and Efficiency in Constrained Multi-Objective Federated Learning. CoRR abs/2305.00312 (2023)
[i44]
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Wenyuan Yang, Yuguo Yin, Gongxi Zhu, Hanlin Gu, Lixin Fan, Xiaochun Cao, Qiang Yang:
FedZKP: Federated Model Ownership Verification with Zero-knowledge Proof. CoRR abs/2305.04507 (2023)
[i43]
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Wenyuan Yang, Gongxi Zhu, Yuguo Yin, Hanlin Gu, Lixin Fan, Qiang Yang, Xiaochun Cao:
FedSOV: Federated Model Secure Ownership Verification with Unforgeable Signature. CoRR abs/2305.06085 (2023)
[i42]
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  - journals/corr/abs-2305-18400
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Xiaojin Zhang, Yan Kang, Lixin Fan, Kai Chen, Qiang Yang:
A Meta-learning Framework for Tuning Parameters of Protection Mechanisms in Trustworthy Federated Learning. CoRR abs/2305.18400 (2023)
[i41]
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  - journals/corr/abs-2306-07883
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Bowen Li, Hanlin Gu, Ruoxin Chen, Jie Li, Chentao Wu, Na Ruan, Xueming Si, Lixin Fan:
Temporal Gradient Inversion Attacks with Robust Optimization. CoRR abs/2306.07883 (2023)
[i40]
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  - journals/corr/abs-2307-10579
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Ziyao Ren, Yan Kang, Lixin Fan, Linghua Yang, Tao Fan, Yongxin Tong, Qiang Yang:
SecureBoost Hyperparameter Tuning via Multi-Objective Federated Learning. CoRR abs/2307.10579 (2023)
[i39]
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  - journals/corr/abs-2310-10049
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Tao Fan, Yan Kang, Guoqiang Ma, Weijing Chen, Wenbin Wei, Lixin Fan, Qiang Yang:
FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models. CoRR abs/2310.10049 (2023)
[i38]
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  - journals/corr/abs-2310-18358
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Yuanfeng Song, Yuanqin He, Xuefang Zhao, Hanlin Gu, Di Jiang, Haijun Yang, Lixin Fan, Qiang Yang:
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models. CoRR abs/2310.18358 (2023)
[i37]
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  - journals/corr/abs-2311-17431
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Yan Kang, Tao Fan, Hanlin Gu, Lixin Fan, Qiang Yang:
Grounding Foundation Models through Federated Transfer Learning: A General Framework. CoRR abs/2311.17431 (2023)
[i36]
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  - journals/corr/abs-2312-16554
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Hanlin Gu, Xinyuan Zhao, Yuxing Han, Yan Kang, Lixin Fan, Qiang Yang:
A Theoretical Analysis of Efficiency Constrained Utility-Privacy Bi-Objective Optimization in Federated Learning. CoRR abs/2312.16554 (2023)
2022
[i35]
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  - journals/corr/abs-2203-05816
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Xiaojin Zhang, Hanlin Gu, Lixin Fan, Kai Chen, Qiang Yang:
No Free Lunch Theorem for Security and Utility in Federated Learning. CoRR abs/2203.05816 (2022)
[i34]
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  - journals/corr/abs-2205-10228
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Haoran Li, Yangqiu Song, Lixin Fan:
You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas. CoRR abs/2205.10228 (2022)
[i33]
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  - journals/corr/abs-2205-14196
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Nannan Wu, Ning Zhang, Wenjun Wang, Lixin Fan, Qiang Yang:
FadMan: Federated Anomaly Detection across Multiple Attributed Networks. CoRR abs/2205.14196 (2022)
[i32]
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  - journals/corr/abs-2207-07444
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Yichi Zhang, Chao Zhang, Cai Zhang, Lixin Fan, Bei Zeng, Qiang Yang:
Federated Learning with Quantum Secure Aggregation. CoRR abs/2207.07444 (2022)
[i31]
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  - journals/corr/abs-2207-11456
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Dongqi Cai, Tao Fan, Yan Kang, Lixin Fan, Mengwei Xu, Shangguang Wang, Qiang Yang:
Accelerating Vertical Federated Learning. CoRR abs/2207.11456 (2022)
[i30]
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  - journals/corr/abs-2208-08934
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Yuanqin He, Yan Kang, Jiahuan Luo, Lixin Fan, Qiang Yang:
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning. CoRR abs/2208.08934 (2022)
[i29]
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  - journals/corr/abs-2209-00230
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Xiaojin Zhang, Yan Kang, Kai Chen, Lixin Fan, Qiang Yang:
Trading Off Privacy, Utility and Efficiency in Federated Learning. CoRR abs/2209.00230 (2022)
[i28]
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  - journals/corr/abs-2209-03885
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Yan Kang, Jiahuan Luo, Yuanqin He, Xiaojin Zhang, Lixin Fan, Qiang Yang:
A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning. CoRR abs/2209.03885 (2022)
[i27]
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  - journals/corr/abs-2211-07160
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Shuo Shao, Wenyuan Yang, Hanlin Gu, Jian Lou, Zhan Qin, Lixin Fan, Qiang Yang, Kui Ren:
FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model. CoRR abs/2211.07160 (2022)
[i26]
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  - journals/corr/abs-2211-13389
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Hanlin Gu, Lixin Fan, Xingxing Tang, Qiang Yang:
FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders. CoRR abs/2211.13389 (2022)
2021
[i25]
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  - journals/corr/abs-2102-04362
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Ding Sheng Ong, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang:
Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity Attack. CoRR abs/2102.04362 (2021)
[i24]
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  - journals/corr/abs-2103-09173
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Chang Liu, Lixin Fan, Kam Woh Ng, Yilun Jin, Ce Ju, Tianyu Zhang, Chee Seng Chan, Qiang Yang:
Ternary Hashing. CoRR abs/2103.09173 (2021)
[i23]
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  - journals/corr/abs-2107-05279
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Chun Chet Ng, Akmalul Khairi Bin Nazaruddin, Yeong Khang Lee, Xinyu Wang, Yuliang Liu, Chee Seng Chan, Lianwen Jin, Yipeng Sun, Lixin Fan:
ICDAR 2021 Competition on Integrated Circuit Text Spotting and Aesthetic Assessment. CoRR abs/2107.05279 (2021)
[i22]
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  - journals/corr/abs-2107-08821
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Quanshi Zhang, Tian Han, Lixin Fan, Zhanxing Zhu, Hang Su, Ying Nian Wu, Jie Ren, Hao Zhang:
Proceedings of ICML 2021 Workshop on Theoretic Foundation, Criticism, and Application Trend of Explainable AI. CoRR abs/2107.08821 (2021)
[i21]
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  - journals/corr/abs-2109-13012
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Hanlin Gu, Lixin Fan, Bowen Li, Yan Kang, Yuan Yao, Qiang Yang:
Federated Deep Learning with Bayesian Privacy. CoRR abs/2109.13012 (2021)
[i20]
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  - journals/corr/abs-2109-13236
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Lixin Fan, Bowen Li, Hanlin Gu, Jie Li, Qiang Yang:
FedIPR: Ownership Verification for Federated Deep Neural Network Models. CoRR abs/2109.13236 (2021)
2020
[i19]
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  - journals/corr/abs-2006-11601
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Lixin Fan, Kam Woh Ng, Ce Ju, Tianyu Zhang, Chang Liu, Chee Seng Chan, Qiang Yang:
Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks. CoRR abs/2006.11601 (2020)
[i18]
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  - journals/corr/abs-2008-11009
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Jian Han Lim, Chee Seng Chan, Kam Woh Ng, Lixin Fan, Qiang Yang:
Protect, Show, Attend and Tell: Image Captioning Model with Ownership Protection. CoRR abs/2008.11009 (2020)
[i17]
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  - journals/corr/abs-2011-13538
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Yilun Jin, Lixin Fan, Kam Woh Ng, Ce Ju, Qiang Yang:
Rethinking Uncertainty in Deep Learning: Whether and How it Improves Robustness. CoRR abs/2011.13538 (2020)
2019
[i16]
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  - journals/corr/abs-1901-08551
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Kam Woh Ng, Lixin Fan, Chee Seng Chan:
A Universal Logic Operator for Interpretable Deep Convolution Networks. CoRR abs/1901.08551 (2019)
[i15]
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  - journals/corr/abs-1901-08813
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Quanshi Zhang, Lixin Fan, Bolei Zhou:
Proceedings of AAAI 2019 Workshop on Network Interpretability for Deep Learning. CoRR abs/1901.08813 (2019)
[i14]
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  - journals/corr/abs-1903-04630
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Xiaoshui Huang, Lixin Fan, Qiang Wu, Jian Zhang, Chun Yuan:
Fast Registration for cross-source point clouds by using weak regional affinity and pixel-wise refinement. CoRR abs/1903.04630 (2019)
[i13]
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  - journals/corr/abs-1905-04368
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Lixin Fan, Kam Woh Ng, Chee Seng Chan:
Digital Passport: A Novel Technological Strategy for Intellectual Property Protection of Convolutional Neural Networks. CoRR abs/1905.04368 (2019)
[i12]
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  - journals/corr/abs-1906-04505
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Tinghuai Wang, Lixin Fan, Huiling Wang:
Simultaneously Learning Architectures and Features of Deep Neural Networks. CoRR abs/1906.04505 (2019)
[i11]
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  - journals/corr/abs-1909-07830
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Lixin Fan, Kam Woh Ng, Chee Seng Chan:
Rethinking Deep Neural Network Ownership Verification: Embedding Passports to Defeat Ambiguity Attacks. CoRR abs/1909.07830 (2019)
[i10]
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  - journals/corr/abs-1910-11496
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Yuanfeng Song, Di Jiang, Xuefang Zhao, Qian Xu, Raymond Chi-Wing Wong, Lixin Fan, Qiang Yang:
L2RS: A Learning-to-Rescore Mechanism for Automatic Speech Recognition. CoRR abs/1910.11496 (2019)
2018
[i9]
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  - journals/corr/abs-1801-07889
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Çaglar Aytekin, Francesco Cricri, Lixin Fan, Emre Aksu:
A Theoretical Investigation of Graph Degree as an Unsupervised Normality Measure. CoRR abs/1801.07889 (2018)
[i8]
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  - journals/corr/abs-1802-09227
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Ugur Kart, Joni-Kristian Kämäräinen, Jiri Matas, Lixin Fan, Francesco Cricri:
Depth Masked Discriminative Correlation Filter. CoRR abs/1802.09227 (2018)
[i7]
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  - journals/corr/abs-1805-08009
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Wenyan Yang, Yanlin Qian, Francesco Cricri, Lixin Fan, Joni-Kristian Kamarainen:
Object Detection in Equirectangular Panorama. CoRR abs/1805.08009 (2018)
2017
[i6]
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  - journals/corr/abs-1709-07584
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Xuefeng Liang, Lixin Fan, Yuen Peng Loh, Yang Liu, Song Tong:
Happy Travelers Take Big Pictures: A Psychological Study with Machine Learning and Big Data. CoRR abs/1709.07584 (2017)
[i5]
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  - journals/corr/abs-1710-10328
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Lixin Fan:
Revisit Fuzzy Neural Network: Demystifying Batch Normalization and ReLU with Generalized Hamming Network. CoRR abs/1710.10328 (2017)
[i4]
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  - journals/corr/abs-1711-05397
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Lixin Fan:
Deep Epitome for Unravelling Generalized Hamming Network: A Fuzzy Logic Interpretation of Deep Learning. CoRR abs/1711.05397 (2017)
[i3]
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  - journals/corr/abs-1712-09558
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Çaglar Aytekin, Xingyang Ni, Francesco Cricri, Lixin Fan, Emre Aksu:
Memory-Efficient Deep Salient Object Segmentation Networks on Gridized Superpixels. CoRR abs/1712.09558 (2017)
2016
[i2]
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  - journals/corr/HuangZFWY16
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Xiaoshui Huang, Jian Zhang, Lixin Fan, Qiang Wu, Chun Yuan:
A Systematic Approach for Cross-source Point Cloud Registration by Preserving Macro and Micro Structures. CoRR abs/1608.05143 (2016)
[i1]
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Xiaoshui Huang, Jian Zhang, Qiang Wu, Lixin Fan, Chun Yuan:
A coarse-to-fine algorithm for registration in 3D street-view cross-source point clouds. CoRR abs/1610.07324 (2016)

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