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2026

SLeak: Multi-Target Privacy Stealing Attack Against Split LearningXiaoyang Xu 0001, Wenzhe Yi, Juan Wang 0006, Hongxin Hu, Mengda Yang, Ziang Li, Yong Zhuang, Yaxin Liu, Mang Ye. pami, 48(5):5879-5891, May 2026. [doi]

Mining Cross-Modality Implicit Semantic Association for Unsupervised Visible-Infrared Person Re-IdentificationBin Yang 0026, Lekai Liu, Wenke Huang 0003, Xiao Wang 0029, Bo Du 0001, Mang Ye. tifs, 21:697-709, 2026. [doi]

Multilingual Text-to-Image Person Retrieval via Bidirectional Relation Reasoning and AligningMin Cao, Xinyu Zhou, Ding Jiang, Bo Du 0001, Mang Ye, Min Zhang 0005. pami, 48(2):1961-1977, February 2026. [doi]

Dual-level modality debiasing learning for unsupervised visible-infrared person re-identificationJiaze Li, Yan Lu 0001, Bin Liu 0016, Guojun Yin, Mang Ye. PR, 176:113257, 2026. [doi]

RGMP: Recurrent Geometric-prior Multimodal Policy for Generalizable Humanoid Robot ManipulationXuetao Li, Wenke Huang 0003, Nengyuan Pan, Kaiyan Zhao, Songhua Yang, Yiming Wang, Mengde Li, Mang Ye, Jifeng Xuan, Miao Li 0002. AAAI 2026: 15153-15161 [doi]

Condition-Guided Diffusion for Multi-Modal Pedestrian Trajectory Prediction Incorporating Intention and Interaction PriorsYanghong Liu, Xingping Dong, Yutian Lin, Mang Ye, Kaihao Zhang, Bo Du 0001. pami, 48(4):4406-4419, April 2026. [doi]

Probing Semantic Insensitivity for Inference-Time Backdoor Defense in Multimodal Large Language ModelXuankun Rong, Wenke Huang 0003, Wenzheng Jiang, Yiming Li, Wenxuan Wang, Mang Ye. AAAI 2026: 35775-35783 [doi]

Federated Single-Positive Multi-Label LearningMeng Shen, Mang Ye, Andy J. Ma, Pong C. Yuen. tifs, 21:3513-3527, 2026. [doi]

Beyond action units: Towards multi-cue facial emotion analysisYucheng Shen, Jiulong Wu, Yikai Zhang, Lingyong Yan, Dawei Yin 0001, Min Cao, Mang Ye. PR, 179:113519, 2026. [doi]

Feature Dispersion Adaptation With Pre-Pooling Prototype for Continual Image ClassificationWuxuan Shi, Mang Ye, Wei Yu 0009, Bo Du 0001. tmm, 28:801-812, 2026. [doi]

Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and DefenseZitong Shi, Guancheng Wan, Wenke Huang 0003, Yuxin Wu, Quan Zhang, Mang Ye. AAAI 2026: 25383-25391 [doi]

CA-PFL: Client-adaptive Parameter-efficient Fine-tuning for Personalized Federated LearningDaixin Song, Hui Cai, Haojie Zhang, Biyun Sheng, Jian Zhou 0009, Mang Ye, Fu Xiao 0001. WWW 2026: 5600-5611 [doi]

FedPRE: Robust Federated Graph Learning against Topological CorruptionZihan Tan, Guancheng Wan, Wenke Huang 0003, Bin Yang 0026, Mang Ye. kdd 2026: 1390-1400 [doi]

P-CLIP: Progressive Discrepancy Learning for One-Shot Text-to-Image Person Re-IdentificationChengji Wang, Ming Dong 0004, Mang Ye, Hao Sun 0014, Xingpeng Jiang. TIP, 35:317-331, 2026. [doi]

Consensus Labeling: Prompt-Guided Clustering Refinement for Weakly Supervised Text-Based Person Re-IdentificationChengji Wang, Weizhi Nie, Hongbo Zhang 0002, Hao Sun 0014, Mang Ye. tifs, 21:1829-1841, 2026. [doi]

FreeStyle: Toward Style-Inclusive Sketch-Based Person RetrievalXinyi Wu, Cuiqun Chen, Hui Zeng, Zhiping Cai, Mang Ye. TIP, 35:1977-1992, 2026. [doi]

Addressing Client Drift in Federated Learning via Class-Prototype Similarity Distillation and Adaptive MaskYunlu Yan, Chun-Mei Feng 0001, Mang Ye, Wangmeng Zuo, Ping Li 0016, Rick Siow Mong Goh, Lei Zhu 0003, C. L. Philip Chen. tcyb, 56(4):1995-2008, April 2026. [doi]

Synergy of Sight and Semantics: Holistic Visual Understanding With CLIPQu Yang, Mang Ye, Dacheng Tao. pami, 48(3):3119-3136, March 2026. [doi]

Towards Generalization Fairness in Federated LearningMang Ye, Yuhang Chen, Wenke Huang 0003, Hui Cai, Laizhong Cui. tmc, 25(2):2546-2560, February 2026. [doi]

Divide, Conquer and Unite: Hierarchical Style-Recalibrated Prototype Alignment for Federated Medical SegmentationXingyue Zhao, Wenke Huang 0003, Xingguang Wang, Haoyu Zhao, Linghao Zhuang, Anwen Jiang, Guancheng Wan, Mang Ye. AAAI 2026: 28760-28768 [doi]

Text-based Aerial-Ground Person RetrievalXinyu Zhou, Yu Wu, Jiayao Ma, Wenhao Wang, Min Cao, Mang Ye. AAAI 2026: 29035-29043 [doi]

2025

LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language ModelsJian Liang 0001, Wenke Huang, Guancheng Wan, Qu Yang, Mang Ye. cvpr 2025: 26170-26180 [doi]

Detecting Deceptive Behavior via Learning Relation-Aware Visual RepresentationsDongliang Zhu 0001, Chi Zhang, Ruimin Hu, Mei Wang, Liang Liao, Mang Ye. tifs, 20:7077-7090, 2025. [doi]

Learn from Downstream and Be Yourself in Multimodal Large Language Models Fine-TuningWenke Huang 0003, Jian Liang 0003, Zekun Shi, Didi Zhu, Guancheng Wan, He Li 0054, Bo Du 0001, Dacheng Tao, Mang Ye. icml 2025: [doi]

Be Confident: Uncovering Overfitting in MLLM Multi-Task TuningWenke Huang 0003, Jian Liang 0003, Guancheng Wan, Didi Zhu, He Li 0054, Jiawei Shao, Mang Ye, Bo Du 0001, Dacheng Tao. icml 2025: [doi]

Build Yourself Before Collaboration: Vertical Federated Learning With Limited Aligned SamplesWei Shen 0006, Mang Ye, Wei Yu, Pong C. Yuen. tmc, 24(7):6503-6516, July 2025. [doi]

Label-Free Backdoor Attacks in Vertical Federated LearningWei Shen 0006, Wenke Huang, Guancheng Wan, Mang Ye. AAAI 2025: 20389-20397 [doi]

Chat-based Person Retrieval via Dialogue-Refined Cross-Modal AlignmentYang Bai, Yucheng Ji, Min Cao, Jinqiao Wang, Mang Ye. cvpr 2025: 3952-3962 [doi]

Towards Effective Rotation Generalization in UAV Object Re-IdentificationShuoyi Chen, Mang Ye, Yan Huang, Bo Du 0001. tifs, 20:2593-2606, 2025. [doi]

Perception Assisted Transformer for Unsupervised Object Re-IdentificationShuoyi Chen, Mang Ye, Xingping Dong, Bo Du 0001. TIP, 34:2112-2123, 2025. [doi]

Pixel-wise Divide and Conquer for Federated Vessel SegmentationTian Chen, Wenke Huang, ZhiHao Wang, Zekun Shi, He Li, Wenhui Dong, Mang Ye, Bo Du 0001, Yongchao Xu. IJCAI 2025: 4851-4859 [doi]

MLLMs Meet Person Re-identificationMengying Duan, He Li 0054, Mang Ye. mm 2025: 12247-12256 [doi]

Noise-Robust Federated Learning With Model Heterogeneous ClientsXiuwen Fang, Mang Ye. tmc, 24(5):4053-4071, May 2025. [doi]

A Blockchain-Based Secure and Fair Online Incentive Mechanism for Crowdsensed Data TradingXiao Fang, Hui Cai, Biyun Sheng, Juan Li 0011, Jian Zhou 0009, Haiping Huang, Mang Ye, Fu Xiao 0001. tifs, 20:9372-9386, 2025. [doi]

Catch Your Emotion: Sharpening Emotion Perception in Multimodal Large Language ModelsYiyang Fang, Jian Liang 0001, Wenke Huang 0003, He Li 0054, Kehua Su, Mang Ye. icml 2025: [doi]

Robust Asymmetric Heterogeneous Federated Learning With Corrupted ClientsXiuwen Fang, Mang Ye, Bo Du 0001. pami, 47(4):2693-2705, April 2025. [doi]

EMOE: Modality-Specific Enhanced Dynamic Emotion ExpertsYiyang Fang, Wenke Huang, Guancheng Wan, Kehua Su, Mang Ye. cvpr 2025: 14314-14324 [doi]

FedPHA: Federated Prompt Learning for Heterogeneous Client AdaptationChengying Fang, Wenke Huang 0003, Guancheng Wan, Yihao Yang, Mang Ye. icml 2025: [doi]

SPMC: Self-Purifying Federated Backdoor Defense via Margin ContributionWenwen He, Wenke Huang 0003, Bin Yang 0026, Shukan Liu, Mang Ye. icml 2025: [doi]

MLDA-Net: Multi-Level Deep Aggregation Network for 3D Nuclei Instance SegmentationBin Hu, Zhiwei Ye, Zimei Wei, Eduard Snezhko, Vassili Kovalev, Mang Ye. titb, 29(5):3516-3525, May 2025. [doi]

Self-knowledge distillation with dimensional history knowledgeWenke Huang, Mang Ye, Zekun Shi, He Li, Bo Du 0001. chinaf, 68(9), 2025. [doi]

Kindle Federated Generalization With Domain Specialized and Invariant KnowledgeWenke Huang, Mang Ye, Zekun Shi, He Li, Bo Du 0001. tifs, 20:3461-3474, 2025. [doi]

An interpretable deep learning model for first-trimester fetal cardiac screeningWenjia Lei, Chi Wen, He Li 0054, Shuihua Yang, Kuifang Shen, Hongxia Yuan, Hezhou Li, Hong Xu, Xinru Gao, Simin Zhang, Zuojian Yang, Mang Ye, Bo Du 0001, Qingqing Wu. npjdm, 9(1), 2025. [doi]

Towards Anytime Retrieval: A Benchmark for Anytime Person Re-IdentificationXulin Li, Yan Lu 0001, Bin Liu 0016, Jiaze Li, Qinhong Yang, Tao Gong, Qi Chu 0001, Mang Ye, Nenghai Yu. IJCAI 2025: 1467-1475 [doi]

WePerson: Generalizable Re-Identification From Synthetic Data With Single Query AdaptationHe Li, Mang Ye, Kehua Su, Bo Du 0001. tbbis, 7(3):458-470, July 2025. [doi]

Splitting with Importance-aware Updating for Heterogeneous Federated Learning with Large Language ModelsYangxu Liao, Wenke Huang 0003, Guancheng Wan, Jian Liang 0003, Bin Yang 0026, Mang Ye. icml 2025: [doi]

Dynamic and static mutual fitting for action recognitionWenxuan Liu, Xuemei Jia, Xian Zhong, Kui Jiang, Xiaohan Yu 0001, Mang Ye. PR, 157:110948, 2025. [doi]

Prototype-guided Knowledge Propagation with Adaptive Learning for Lifelong Person Re-identificationZhijie Lu, Wuxuan Shi, He Li, Mang Ye. IJCAI 2025: 5851-5859 [doi]

Multi-feature balanced network for clothes-changing person re-identificationMengqing Mei, Chun Ye, Zhiwei Ye, Fangyi Liu, Mang Ye, Lingyu Yan, Liye Mei, Ziyuan Chen. NN, 190:107617, 2025. [doi]

Semantic-Aware Pseudo-Labeling for Unsupervised Meta-LearningTianran Ouyang, Xingping Dong, Mang Ye, Bo Du 0001, Ling Shao 0001, Jianbing Shen. pami, 47(7):5475-5488, July 2025. [doi]

Heterogeneous Prototype Learning From Contaminated Faces Across Domains via Disentangling Latent FactorsMeng Pang, Binghui Wang, Mang Ye, Yiu-ming Cheung, Yintao Zhou, Wei Huang 0013, Bihan Wen. tnn, 36(4):7169-7183, April 2025. [doi]

GHOST: Generalizable One-Shot Federated Graph Learning with Proxy-Based Topology Knowledge RetentionJiaru Qian, Guancheng Wan, Wenke Huang 0003, Guibin Zhang, Yuxin Wu, Bo Du 0001, Mang Ye. icml 2025: [doi]

Contextual Graph Reconstruction and Emotional Variation Learning for Conversational Emotion RecognitionYujing Rao, Min Cao, Mang Ye. taffco, 16(4):3067-3080, October - December 2025. [doi]

CAN: Leveraging Clients As Navigators for Generative Replay in Federated Continual LearningXuankun Rong, Jianshu Zhang 0003, Kun He, Mang Ye. icml 2025: [doi]

Gradient and Structure Consistency in Multimodal Emotion RecognitionQinghongya Shi, Mang Ye, Wenke Huang, Bo Du 0001, Xiaofen Zong. TIP, 34:6180-6191, 2025. [doi]

EAGLES: Towards Effective, Efficient, and Economical Federated Graph Learning via Unified SparsificationZitong Shi, Guancheng Wan, Wenke Huang 0003, Guibin Zhang, He Li 0054, Carl Yang 0001, Mang Ye. icml 2025: [doi]

Multiple Pedestrian Tracking Under Occlusion: A Survey and OutlookZhihong Sun, Guoheng Wei, Wei Fu, Mang Ye, Kui Jiang, Chao Liang, Tingting Zhu, Tao He, Mithun Mukherjee 0001. tcsv, 35(2):1009-1027, February 2025. [doi]

FedSPA: Generalizable Federated Graph Learning under Homophily HeterogeneityZihan Tan, Guancheng Wan, Wenke Huang, He Li, Guibin Zhang, Carl Yang 0001, Mang Ye. cvpr 2025: 15464-15475 [doi]

S2FGL: Spatial Spectral Federated Graph LearningZihan Tan, Suyuan Huang 0003, Guancheng Wan, Wenke Huang 0003, He Li 0054, Mang Ye. icml 2025: [doi]

Energy-based Backdoor Defense Against Federated Graph LearningGuancheng Wan, Zitong Shi, Wenke Huang, Guibin Zhang, Dacheng Tao, Mang Ye. iclr 2025: [doi]

MDFG: Multi-Dimensional Fine-Grained Modeling for Fatigue DetectionMei Wang, Xiaojie Zhu, Ruimin Hu, Dongliang Zhu, Liang Liao, Mang Ye. AAAI 2025: 12730-12738 [doi]

TokenMatcher: Diverse Tokens Matching for Unsupervised Visible-Infrared Person Re-IdentificationXiao Wang, Lekai Liu, Bin Yang, Mang Ye, Zheng Wang, Xin Xu. AAAI 2025: 7934-7942 [doi]

An Empirical Study of Federated Prompt Learning for Vision Language ModelZhiHao Wang, Wenke Huang, Tian Chen, Zekun Shi, Guancheng Wan, Yu Qiao, Bin Yang 0026, Jian Wang, Bing Li, Mang Ye. IJCAI 2025: 10705-10713 [doi]

Concept-Based Lesion Aware Transformer for Interpretable Retinal Disease DiagnosisChi Wen, Mang Ye, He Li, Ting Chen, Xuan Xiao. tmi, 44(1):57-68, January 2025. [doi]

Synthetic Data is an Elegant GIFT for Continual Vision-Language ModelsBin Wu, Wuxuan Shi, Jinqiao Wang, Mang Ye. cvpr 2025: 2813-2823 [doi]

Interactive Sketch-Based Person Re-Identification with Text FeedbackXinyi Wu, Cuiqun Chen, Hui Zeng, Zhiping Cai, Bo Du 0001, Mang Ye. icmcs 2025: 1-6 [doi]

Efficient text-to-video retrieval via multi-modal multi-tagger derived pre-screeningYingjia Xu, Mengxia Wu, Zixin Guo, Min Cao, Mang Ye, Jorma Laaksonen. visintelligence, 3(1), 2025. [doi]

Uncertain Multimodal Intention and Emotion Understanding in the WildQu Yang, Qinghongya Shi, Tongxin Wang, Mang Ye. cvpr 2025: 24700-24709 [doi]

Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identificationJinxi Yang, He Li, Bo Du 0001, Mang Ye. cvpr 2025: 19261-19270 [doi]

Federated Disentangled Tuning with Textual Prior Decoupling and Visual Dynamic AdaptationYihao Yang, Wenke Huang 0003, Guancheng Wan, Bin Yang 0026, Mang Ye. icml 2025: [doi]

Dual-Level Matching With Outlier Filtering for Unsupervised Visible-Infrared Person Re-IdentificationMang Ye, Zesen Wu, Bo Du 0001. pami, 47(5):3815-3829, May 2025. [doi]

Transformer for Object Re-identification: A SurveyMang Ye, Shuoyi Chen, Chenyue Li, Wei-Shi Zheng 0001, David Crandall, Bo Du 0001. ijcv, 133(5):2410-2440, May 2025. [doi]

Revisiting federated learning with label skew: an over-confidence perspectiveMang Ye, Wenke Huang 0003, Zekun Shi, He Li 0054, Bo Du 0001. chinaf, 68(9), 2025. [doi]

BiaMix Contrastive Learning and Memory Similarity Distillation in Class-Incremental LearningMang Ye, Wenke Huang 0003, Zekun Shi, Zhiwei Ye, Bo Du 0001. caaitrit, 10(6):1745-1758, 2025. [doi]

Vertical Federated Learning for Effectiveness, Security, Applicability: A SurveyMang Ye, Wei Shen 0006, Bo Du 0001, Eduard Snezhko, Vassili Kovalev, Pong C. Yuen. ACM Comput. Surv., 57(9), September 2025. [doi]

Diverse Co-Saliency Feature Learning for Text-Based Person RetrievalShuai You, Cuiqun Chen, Yujian Feng, Hai Liu 0006, Yimu Ji 0001, Mang Ye. tifs, 20:5465-5477, 2025. [doi]

Modality Confusion Learning: A Versatile Framework for Visible-Infrared Re-identificationYiyuan Zhang, Sanyuan Zhao, Mang Ye, Ruigang Yang, Jianbing Shen. ijcv, 133(12):8469-8488, December 2025. [doi]

NightReID: A Large-Scale Nighttime Person Re-Identification BenchmarkYuxuan Zhao, Weijian Ruan, He Li, Mang Ye. AAAI 2025: 10519-10527 [doi]

Image-assisted Label Connective Completion for Vessel Segmentation with Insufficient AnnotationsXiaoqi Zheng, Baoyao Yang, Xiuwen Fang, Wenfang Yao, Mang Ye. icassp 2025: 1-5 [doi]

2024

Local Style Transfer via Latent Space Manipulation for Cross-Disease Lesion SegmentationFei Lyu 0004, Mang Ye, Terry Cheuk-Fung Yip, Grace Lai-Hung Wong, Pong C. Yuen. titb, 28(1):273-284, January 2024. [doi]

Dual Consistency-Constrained Learning for Unsupervised Visible-Infrared Person Re-IdentificationBin Yang 0026, Jun Chen 0001, Cuiqun Chen, Mang Ye. tifs, 19:1767-1779, 2024. [doi]

Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-IdentificationBin Yang 0026, Jun Chen 0001, Mang Ye. cvpr 2024: 16870-16879 [doi]

An Empirical Study of CLIP for Text-Based Person SearchMin Cao, Yang Bai, Ziyin Zeng, Mang Ye, Min Zhang. AAAI 2024: 465-473 [doi]

Fair Federated Learning Under Domain Skew with Local Consistency and Domain DiversityYuhang Chen, Wenke Huang, Mang Ye. cvpr 2024: 12077-12086 [doi]

Empowering Visible-Infrared Person Re-Identification with Large Foundation ModelsZhangyi Hu, Bin Yang 0026, Mang Ye. nips 2024: [doi]

Adaptive High-Frequency Transformer for Diverse Wildlife Re-identificationChenyue Li, Shuoyi Chen, Mang Ye. eccv 2025: 296-313 [doi]

A New Framework of Collaborative Learning for Adaptive Metric DistillationHao Liu, Mang Ye, Yan Wang, Sanyuan Zhao, Ping Li 0016, Jianbing Shen. tnn, 35(6):8266-8277, June 2024. [doi]

Domain generalized federated learning for Person Re-identificationFangyi Liu, Mang Ye, Bo Du. cviu, 241:103969, 2024. [doi]

DifTraj: Diffusion Inspired by Intrinsic Intention and Extrinsic Interaction for Multi-Modal Trajectory PredictionYanghong Liu, Xingping Dong, Yutian Lin, Mang Ye. IJCAI 2024: 1128-1136 [doi]

Resisting Over-Smoothing in Graph Neural Networks via Dual-Dimensional DecouplingWei Shen, Mang Ye, Wenke Huang. mm 2024: 5800-5809 [doi]

Prospective Representation Learning for Non-Exemplar Class-Incremental LearningWuxuan Shi, Mang Ye. nips 2024: [doi]

Homogeneous and Heterogeneous Optimization for Unsupervised Cross-Modality Person Reidentification in Visual Internet of ThingsTongzhen Si, Fazhi He, Penglei Li, Mang Ye. iotj, 11(7):12165-12176, April 2024. [doi]

Contextual Augmented Global Contrast for Multimodal Intent RecognitionKaili Sun, Zhiwen Xie, Mang Ye, Huyin Zhang. cvpr 2024: 26953-26963 [doi]

TexFit: Text-Driven Fashion Image Editing with Diffusion ModelsTongxin Wang, Mang Ye. AAAI 2024: 10198-10206 [doi]

Synergy of Sight and Semantics: Visual Intention Understanding with CLIPQu Yang, Mang Ye, Dacheng Tao. eccv 2025: 144-160 [doi]

FedAS: Bridging Inconsistency in Personalized Federated LearningXiyuan Yang, Wenke Huang, Mang Ye. cvpr 2024: 11986-11995 [doi]

Cross-Feature Interactive Tabular Data Modeling With Multiplex Graph Neural NetworksMang Ye, Yi Yu 0001, Ziqin Shen, Wei Yu 0009, Qingyan Zeng. tkde, 36(12):7851-7864, December 2024. [doi]

SecureReID: Privacy-Preserving Anonymization for Person Re-IdentificationMang Ye, Wei Shen, Junwu Zhang, Yao Yang, Bo Du 0001. tifs, 19:2840-2853, 2024. [doi]

Negative Pre-aware for Noisy Cross-Modal MatchingXu Zhang, Hao Li, Mang Ye. AAAI 2024: 7341-7349 [doi]

ICLR: Instance Credibility-Based Label Refinement for label noisy person re-identificationXian Zhong, Xiyu Han, Xuemei Jia, Wenxin Huang, Wenxuan Liu, Shuaipeng Su, Xiaohan Yu 0001, Mang Ye. PR, 148:110168, April 2024. [doi]

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