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        AUTHOR = "Chung, W.C. and Lo, C.A. and Lin, Y.H. and Chen, Z.H. and Hung, C.L.",
        TITLE = "Decentralized Federated Learning with Non-IID Data: Challenges,
Trends, and Future Opportunities",
        JOURNAL = Surveys,
        VOLUME = "58",
        YEAR = "2026",
        NUMBER = "8",
        MONTH = "February",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140200"}

@article{bb144253,
        AUTHOR = "Zafar, M.H. and Kumayl Raza Moosavi, S. and Sanfilippo, F.",
        TITLE = "CurFed-CHARM: Curriculum sequential federated learning with a
channel-hierarchical action recognition model for non-IID
heterogeneous data in neuromorphic/event cameras",
        JOURNAL = CVIU,
        VOLUME = "265",
        YEAR = "2026",
        PAGES = "104696",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140201"}

@inproceedings{bb144254,
        AUTHOR = "Pokharel, A. and Rahman, R. and Morris, T. and Nguyen, D.C.",
        TITLE = "Quantum Federated Learning for Multimodal Data:
A Modality-Agnostic Approach",
        BOOKTITLE = "AIBench25",
        YEAR = "2025",
        PAGES = "545-554",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140202"}

@inproceedings{bb144255,
        AUTHOR = "Benjamin, J.G. and Asokan, M. and Yaqub, M. and Nandakumar, K.",
        TITLE = "FedSECA: Sign Election and Coordinate-Wise Aggregation of Gradients
for Byzantine Tolerant Federated Learning",
        BOOKTITLE = FedVision25,
        YEAR = "2025",
        PAGES = "1762-1771",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140203"}

@inproceedings{bb144256,
        AUTHOR = "Zhang, T. and Feng, T.T. and Alam, S. and Dimitriadis, D. and Lee, S. and Zhang, M. and Narayanan, S.S. and Avestimehr, S. and Avestimehr, S.",
        TITLE = "GPT-FL: Generative Pre-Trained Model-Assisted Federated Learning",
        BOOKTITLE = FedVision25,
        YEAR = "2025",
        PAGES = "1752-1761",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140204"}

@inproceedings{bb144257,
        AUTHOR = "He, R. and Tong, K. and Fang, D. and Sun, H. and Zeng, Z.Q. and Li, H.R. and Chen, T.Y. and Zhuang, H.P.",
        TITLE = "AFL: A Single-Round Analytic Approach for Federated Learning with
Pre-trained Models",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "4988-4998",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140205"}

@inproceedings{bb144258,
        AUTHOR = "Wang, Z. and Wang, Z. and Wang, Z. and Fan, X.L. and Wang, C.",
        TITLE = "Federated Learning with Domain Shift Eraser",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "4978-4987",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140206"}

@inproceedings{bb144259,
        AUTHOR = "Yu, H. and Yang, X. and Zhang, L. and Gu, H.L. and Li, T.R. and Fan, L.X. and Yang, Q.",
        TITLE = "Handling Spatial-Temporal Data Heterogeneity for Federated Continual
Learning via Tail Anchor",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "4874-4883",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140207"}

@inproceedings{bb144260,
        AUTHOR = "Zhang, X.T. and Li, S. and Li, A. and Liu, Y.P. and Zhang, F. and Zhu, C. and Zhang, L.",
        TITLE = "Subspace Constraint and Contribution Estimation for Heterogeneous
Federated Learning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "20632-20642",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140208"}

@inproceedings{bb144261,
        AUTHOR = "Xie, Y. and Fang, M.H. and Gong, N.Z.Q.",
        TITLE = "Model Poisoning Attacks to Federated Learning via Multi-Round
Consistency",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "15454-15463",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140209"}

@inproceedings{bb144262,
        AUTHOR = "Zheng, H. and Hu, Z.G. and Yang, L. and Zheng, M.G. and Xu, A. and Wang, B.",
        TITLE = "FedCALM: Conflict-aware Layer-wise Mitigation for Selective
Aggregation in Deeper Personalized Federated Learning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "15444-15453",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140210"}

@inproceedings{bb144263,
        AUTHOR = "Hao, C. and Xie, W.Y. and Li, D. and Qin, H.N. and Ye, H. and Fang, L.Y. and Li, Y.S.",
        TITLE = "FedCS: Coreset Selection for Federated Learning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "15434-15443",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140211"}

@inproceedings{bb144264,
        AUTHOR = "Wang, Z.Y. and Yi, F. and Gong, P.Z. and He, C. and Jin, C. and Zhang, W.Z.",
        TITLE = "Population Normalization for Federated Learning",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "10214-10223",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140212"}

@inproceedings{bb144265,
        AUTHOR = "Liu, Y.J. and Shang, X. and Zhang, Y.Q. and Lu, Y. and Gong, C. and Xue, J.H. and Wang, H.Z.",
        TITLE = "Mind the Gap: Confidence Discrepancy Can Guide Federated
Semi-Supervised Learning Across Pseudo-Mismatch",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "10173-10182",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140213"}

@inproceedings{bb144266,
        AUTHOR = "Saha, P. and Wagner, F. and Mishra, D. and Peng, C. and Thakur, A. and Clifton, D.A. and Kamnitsas, K. and Noble, J.A.",
        TITLE = "F3OCUS: Federated Finetuning of Vision-Language Foundation Models
with Optimal Client Layer Updating Strategy via Multi-objective
Meta-Heuristics",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "20006-20017",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140214"}

@inproceedings{bb144267,
        AUTHOR = "Zhong, Z.Y. and Bao, W.D. and Wang, J. and Zhang, S. and Zhou, J.X. and Lyu, L. and Lim, W.Y.B.",
        TITLE = "Unlearning through Knowledge Overwriting: Reversible Federated
Unlearning via Selective Sparse Adapter",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "30661-30670",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140215"}

@inproceedings{bb144268,
        AUTHOR = "Xu, J.H. and Zhang, Z.K. and Hu, R.",
        TITLE = "Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive
Sparsified Model Aggregation",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "1508-1517",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140216"}

@inproceedings{bb144269,
        AUTHOR = "Xu, J.H. and Zhang, Z.K. and Hu, R.",
        TITLE = "Identify Backdoored Model in Federated Learning via Individual
Unlearning",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "7960-7969",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140217"}

@inproceedings{bb144270,
        AUTHOR = "Rifat, S. and Ashdown, J. and Restuccia, F.",
        TITLE = "DARDA: Domain-Aware Real-Time Dynamic Neural Network Adaptation*",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "1924-1932",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140218"}

@inproceedings{bb144271,
        AUTHOR = "Zhang, M. and Abdi, M. and Rifat, S. and Restuccia, F.",
        TITLE = "Resilience of Entropy Model in Distributed Neural Networks",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXI: 423-440",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140219"}

@inproceedings{bb144272,
        AUTHOR = "Lau, K.W. and Rehman, Y.A.U. and Buarque de Gusmao, P.P. and Po, L.M. and Ma, L. and Xie, Y.Y.",
        TITLE = "Fedrepopt: Gradient Re-parametrized Optimizers in Federated Learning",
        BOOKTITLE = ACCV24,
        YEAR = "2024",
        PAGES = "VIII: 74-90",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140220"}

@inproceedings{bb144273,
        AUTHOR = "Sun, G.Y. and Mendieta, M. and Dutta, A. and Li, X. and Chen, C.",
        TITLE = "Towards Multi-modal Transformers in Federated Learning",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XV: 229-246",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140221"}

@inproceedings{bb144274,
        AUTHOR = "Yan, P. and Wang, H. and Song, T. and Hua, Y. and Ma, R. and Hu, N.X. and Haghighat, M.R. and Guan, H.B.",
        TITLE = "Skymask: Attack-Agnostic Robust Federated Learning with Fine-grained
Learnable Masks",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XIX: 291-308",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140222"}

@inproceedings{bb144275,
        AUTHOR = "Su, S.C. and Li, B. and Xue, X.Y.",
        TITLE = "Fedra: A Random Allocation Strategy for Federated Tuning to Unleash the
Power of Heterogeneous Clients",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XLVIII: 342-358",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140223"}

@inproceedings{bb144276,
        AUTHOR = "Kastellos, A. and Psaltis, A. and Patrikakis, C.Z. and Daras, P.",
        TITLE = "Fedharm: Harmonizing Model Architectural Diversity in Federated
Learning",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXIII: 37-53",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140224"}

@inproceedings{bb144277,
        AUTHOR = "Park, H. and Yun, S.",
        TITLE = "FedHide: Federated Learning by Hiding in the Neighbors",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXX: 405-422",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140225"}

@inproceedings{bb144278,
        AUTHOR = "Feng, H.Z. and Pang, T.Y. and Du, C. and Chen, W. and Yan, S.C. and Lin, M.",
        TITLE = "BAFFLE: A Baseline of Backpropagation-free Federated Learning",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXXV: 89-109",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140226"}

@inproceedings{bb144279,
        AUTHOR = "Fan, B. and Wu, C.R. and Su, X. and Hui, P.",
        TITLE = "Fedtsa: A Cluster-based Two-stage Aggregation Method for
Model-heterogeneous Federated Learning",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LXXXIII: 370-389",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140227"}

@inproceedings{bb144280,
        AUTHOR = "Nakka, K.K. and Frikha, A. and Mendis, R. and Jiang, X. and Zhou, X.B.",
        TITLE = "Federated Hyperparameter Optimization through Reward-Based
Strategies: Challenges and Insights",
        BOOKTITLE = "FedVision244",
        YEAR = "2044",
        PAGES = "4236-4244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140228"}

@inproceedings{bb144281,
        AUTHOR = "Kim, G. and Kim, J. and Han, B.H.",
        TITLE = "Communication-Efficient Federated Learning with Accelerated Client
Gradient",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12385-12394",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140229"}

@inproceedings{bb144282,
        AUTHOR = "Wang, G.Q. and Liu, J.M. and Li, C.X. and Zhang, Y. and Ma, J.P. and Wei, X.Y. and Zhang, K. and Chong, M. and Zhang, R.R. and Liu, Y.J. and Zhang, S.H.",
        TITLE = "Cloud-Device Collaborative Learning for Multimodal Large Language
Models",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12646-12655",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140230"}

@inproceedings{bb144283,
        AUTHOR = "Wang, Q. and Liu, B.Y. and Li, Y.W.",
        TITLE = "Traceable Federated Continual Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12872-12881",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140231"}

@inproceedings{bb144284,
        AUTHOR = "Poggi, M. and Tosi, F.",
        TITLE = "Federated Online Adaptation for Deep Stereo",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "20165-20175",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140232"}

@inproceedings{bb144285,
        AUTHOR = "Liao, X.T. and Liu, W.M. and Chen, C.C. and Zhou, P.Y. and Yu, F.Y. and Zhu, H.B. and Yao, B. and Wang, T. and Zheng, X.L. and Tan, Y.C.",
        TITLE = "Rethinking the Representation in Federated Unsupervised Learning with
Non-IID Data",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "22841-22850",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140233"}

@inproceedings{bb144286,
        AUTHOR = "Liu, Y.Q. and Shi, Y.F. and Wu, B.Y. and Li, Q. and Wang, X.Q. and Shen, L.",
        TITLE = "Decentralized Directed Collaboration for Personalized Federated
Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23168-23178",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140234"}

@inproceedings{bb144287,
        AUTHOR = "Tamirisa, R. and Xie, C. and Bao, W.X. and Zhou, A. and Arel, R. and Shamsian, A.",
        TITLE = "FedSelect: Personalized Federated Learning with Customized Selection
of Parameters for Fine-Tuning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "23985-23994",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140235"}

@inproceedings{bb144288,
        AUTHOR = "Sun, P. and Liu, X.Y. and Wang, Z.B. and Liu, B.",
        TITLE = "Byzantine-robust Decentralized Federated Learning via Dual-domain
Clustering and Trust Bootstrapping",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "24756-24765",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140236"}

@inproceedings{bb144289,
        AUTHOR = "Wang, Y. and Fu, H.Z. and Kanagavelu, R. and Wei, Q.S. and Liu, Y. and Goh, R.S.M.",
        TITLE = "An Aggregation-Free Federated Learning for Tackling Data
Heterogeneity",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "26223-26232",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140237"}

@inproceedings{bb144290,
        AUTHOR = "Deng, W.L. and Thrampoulidis, C. and Li, X.X.",
        TITLE = "Unlocking the Potential of Prompt-Tuning in Bridging Generalized and
Personalized Federated Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "6087-6097",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140238"}

@inproceedings{bb144291,
        AUTHOR = "Chen, H.C. and Vikalo, H.",
        TITLE = "Mixed-Precision Quantization for Federated Learning on
Resource-Constrained Heterogeneous Devices",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "6138-6148",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140239"}

@inproceedings{bb144292,
        AUTHOR = "Chen, J.Y. and Ma, B. and Cui, H.F. and Xia, Y.",
        TITLE = "Think Twice Before Selection: Federated Evidential Active Learning
for Medical Image Analysis with Domain Shifts",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "11439-11449",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140240"}

@inproceedings{bb144293,
        AUTHOR = "Yang, X.Y. and Huang, W.K. and Ye, M.",
        TITLE = "FedAS: Bridging Inconsistency in Personalized Federated Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "11986-11995",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140241"}

@inproceedings{bb144294,
        AUTHOR = "Chen, Y.H. and Huang, W.K. and Ye, M.",
        TITLE = "Fair Federated Learning Under Domain Skew with Local Consistency and
Domain Diversity",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12077-12086",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140242"}

@inproceedings{bb144295,
        AUTHOR = "Zhang, J.Y. and Zeng, S. and Zhang, M. and Wang, R.X. and Wang, F.F. and Zhou, Y. and Liang, P.P. and Qu, L.Q.",
        TITLE = "FLHetBench: Benchmarking Device and State Heterogeneity in Federated
Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12098-12108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140243"}

@inproceedings{bb144296,
        AUTHOR = "Seo, S. and Kim, J. and Kim, G. and Han, B.H.",
        TITLE = "Relaxed Contrastive Learning for Federated Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12279-12288",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140244"}

@inproceedings{bb144297,
        AUTHOR = "Fan, Q. and Shuai, L.",
        TITLE = "Adaptive Hyper-graph Aggregation for Modality-Agnostic Federated
Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "12312-12321",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140245"}

@inproceedings{bb144298,
        AUTHOR = "Lu, Y.X. and Huang, S. and Yang, Y. and Sirejiding, S. and Ding, Y. and Lu, H.T.",
        TITLE = "Fedhca2: Towards Hetero-Client Federated Multi-Task Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "5599-5609",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern608fe4.html#TT140246"}

@inproceedings{bb144299,
        AUTHOR = "Son, H.M. and Kim, M.H. and Chung, T.M. and Huang, C. and Liu, X.",
        TITLE = "FedUV: Uniformity and Variance for Heterogeneous Federated Learning",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "5863-5872",
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