A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions | Paper Citation Record

Observation aa299fae-4dda-46a7-b711-bb262f406ce7 · outbound

This paper cites Improved diversity-promoting collaborative metric learning for recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Improved diversity-promoting collaborative metric learning for recommendation,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.042703Z

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Observation 5c197bff-b568-43fc-9452-26503b6d6a99 · outbound

This paper cites Multimedia recommendation: technology and techniques,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Multimedia recommendation: technology and techniques,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.059170Z

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Observation db3ea0af-7778-4fbb-8c96-0c6bd3c49830 · outbound

This paper cites A survey on federated recommendation systems,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A survey on federated recommendation systems,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.064322Z

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Observation 0b33ba2c-4d8b-48ba-980e-78fa7b4d5acb · outbound

This paper cites Hetefedrec: Federated recommender systems with model heterogeneity,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Hetefedrec: Federated recommender systems with model heterogeneity,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.069950Z

Source-reported events for the cited work

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Observation bbcfe833-4cf0-435f-82a9-e740c08504a2 · outbound

This paper cites No prejudice! fair federated graph neural networks for personalized recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions No prejudice! fair federated graph neural networks for personalized recommendation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.075582Z

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Observation 254f8ce3-ac80-4476-8483-6ed6efcfbb99 · outbound

This paper cites Refrs: Resource-efficient federated recommender system for dynamic and diversified user preferences,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Refrs: Resource-efficient federated recommender system for dynamic and diversified user preferences,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.080933Z

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Observation 67c36f68-26a8-4f11-a9d9-83d89aade100 · outbound

This paper cites Meta matrix factorization for federated rating predictions,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Meta matrix factorization for federated rating predictions,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.085801Z

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Observation d7a98177-15dd-41ec-acbd-9e0f3928db70 · outbound

This paper cites When federated recommendation meets cold-start problem: Separating item attributes and user interactions,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions When federated recommendation meets cold-start problem: Separating item attributes and user interactions,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.090635Z

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Observation 064bb1e4-46b7-48f4-a635-41b7c269a7cd · outbound

This paper cites Federated recommendation with additive personalization,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated recommendation with additive personalization,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.095061Z

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Observation db49337e-c513-4671-9018-dbd84099b97a · outbound

This paper cites Dual personalization on federated recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Dual personalization on federated recommendation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.099414Z

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Observation 58f73570-f512-4b33-aa82-62a592ad76a2 · outbound

This paper cites Gpfedrec: Graph-guided personalization for federated recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Gpfedrec: Graph-guided personalization for federated recommendation,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.103675Z

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Observation 293f8b18-513e-46c3-99f0-8b67c7dd6424 · outbound

This paper cites Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.109192Z

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Observation dc46e3eb-cd38-43e4-9c07-f64357f1e901 · outbound

This paper cites Secure federated matrix factorization,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Secure federated matrix factorization,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.114598Z

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Observation 3fe1ee54-f41e-42a5-8b40-e7daefcc5b1c · outbound

This paper cites Semi-decentralized federated ego graph learning for recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Semi-decentralized federated ego graph learning for recommendation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.118802Z

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Observation 114dfbcd-66f6-4030-808a-d5dcd8517a0e · outbound

This paper cites A federated graph neural network framework for privacy-preserving personalization,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A federated graph neural network framework for privacy-preserving personalization,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.123831Z

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Observation f320c198-21cb-4a34-bbb8-d69e3d817e1c · outbound

This paper cites Fedrec: Federated recommen- dation with explicit feedback,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedrec: Federated recommen- dation with explicit feedback,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.129146Z

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Observation 5c20cc47-d6c7-40d1-a406-85fc8973e9bd · outbound

This paper cites Fedrec++: Lossless federated recom- mendation with explicit feedback,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedrec++: Lossless federated recom- mendation with explicit feedback,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.134415Z

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Observation c8eceda2-5233-4889-ae66-3057558bc790 · outbound

This paper cites Stronger privacy for federated collaborative filtering with implicit feedback,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Stronger privacy for federated collaborative filtering with implicit feedback,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.139515Z

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Observation 9e2612c8-4dc9-474d-afe5-2b846f0dedfb · outbound

This paper cites Fr-fmss: Federated recommendation via fake marks and secret sharing,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fr-fmss: Federated recommendation via fake marks and secret sharing,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.144522Z

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Observation c535e28b-e131-46d5-8c6a-5d996788a29e · outbound

This paper cites Federated neural collaborative filtering,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated neural collaborative filtering,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.149107Z

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Observation 92d7ae19-be15-4360-8d16-68ec4071f6e7 · outbound

This paper cites Hfsa: A semi-asynchronous hierarchical federated recommendation system in smart city,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Hfsa: A semi-asynchronous hierarchical federated recommendation system in smart city,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.153364Z

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Observation 0745022e-bf72-4954-bb65-158140cbc5d0 · outbound

This paper cites Marking the pace: A blockchain-enhanced privacy-traceable strategy for federated recom- mender systems,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Marking the pace: A blockchain-enhanced privacy-traceable strategy for federated recom- mender systems,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.157886Z

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Observation c206b47b-3329-41a6-9910-c14b6fd1abfc · outbound

This paper cites Hn3s: A federated autoencoder framework for collaborative filtering via hybrid negative sampling and secret sharing,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Hn3s: A federated autoencoder framework for collaborative filtering via hybrid negative sampling and secret sharing,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.162848Z

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Observation 951fb2d9-6e0b-48f3-90c4-b6635127ad8a · outbound

This paper cites Federated unlearning for on-device recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated unlearning for on-device recommendation,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.168286Z

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Observation 5c95ad66-07ef-4947-b8fe-8aa29eeb0ee4 · outbound

This paper cites Efficient federated item similarity model for privacy-preserving recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Efficient federated item similarity model for privacy-preserving recommendation,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.173799Z

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Observation d5cdfa3b-d332-4018-9ca3-d40f46e1af63 · outbound

This paper cites Fast-adapting and privacy-preserving federated recommender system,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fast-adapting and privacy-preserving federated recommender system,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.179328Z

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Observation 2a471d3c-3fb4-48e6-b7ca-f16098b3afec · outbound

This paper cites Privacy-preserving sequential recommendation with collaborative confusion,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving sequential recommendation with collaborative confusion,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.184332Z

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Observation 46bae754-ba0f-415a-9d30-b65c5b9802cc · outbound

This paper cites Certified unlearning for federated recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Certified unlearning for federated recommendation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.188988Z

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Observation 9f71192f-e7a8-4480-9c81-a10acff527d4 · outbound

This paper cites Federated recommender system based on diffusion augmentation and guided denoising,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated recommender system based on diffusion augmentation and guided denoising,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.194255Z

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Observation ecef482a-2f2a-41ab-a1b8-80625a9d2958 · outbound

This paper cites Ownership verification for federated recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Ownership verification for federated recommendation,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.198926Z

Source-reported events for the cited work

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Observation 0c73af91-24e2-4850-928e-6bb33148de25 · outbound

This paper cites Fedfast: Going beyond average for faster training of federated recommender systems,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedfast: Going beyond average for faster training of federated recommender systems,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.204683Z

Source-reported events for the cited work

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Observation 50b3299a-b1c3-4e74-9808-115f9e5e8610 · outbound

This paper cites Privacy-preserving news recommendation model learning,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving news recommendation model learning,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.210486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 081b0961-f77e-457b-9bc8-f44150c35488 · outbound

This paper cites Towards fair federated recommendation learning: Characterizing the inter-dependence of system and data heterogeneity,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Towards fair federated recommendation learning: Characterizing the inter-dependence of system and data heterogeneity,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.218491Z

Source-reported events for the cited work

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Observation 8e036e57-03ca-4fba-a9de-ac0112ad6f4c · outbound

This paper cites Personalized federated recommendation via joint representation learning, user clustering, and model adaptation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Personalized federated recommendation via joint representation learning, user clustering, and model adaptation,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.225877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e2a5f02-840a-45f5-a324-9e70a9b6ec11 · outbound

This paper cites Perfe- drec++: Enhancing personalized federated recommendation with self- supervised pre-training,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Perfe- drec++: Enhancing personalized federated recommendation with self- supervised pre-training,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.241744Z

Source-reported events for the cited work

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Observation 54af6dd6-c6da-4629-afa7-95032642071e · outbound

This paper cites Fine-grained preference-aware personalized federated poi recommendation with data sparsity,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fine-grained preference-aware personalized federated poi recommendation with data sparsity,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.250021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2459e0c-9b51-499c-9daa-41fb407d1fbb · outbound

This paper cites Cluster-driven personalized federated recommendation with interest-aware graph convolution network for multimedia,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Cluster-driven personalized federated recommendation with interest-aware graph convolution network for multimedia,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.254909Z

Source-reported events for the cited work

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Observation 71a15e9d-f7d6-4b0d-8896-7c8b92c53438 · outbound

This paper cites A payload optimization method for federated recommender systems,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A payload optimization method for federated recommender systems,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.260349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e05892a-9503-4eeb-aef0-0f3b1eaa1383 · outbound

This paper cites Towards efficient communication and secure federated recommendation system via low-rank training,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Towards efficient communication and secure federated recommendation system via low-rank training,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.265110Z

Source-reported events for the cited work

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Observation 441487c0-f3db-479d-a609-b82c57c23d85 · outbound

This paper cites P4gcn: Vertical federated social recommendation with privacy-preserving two-party graph convolution network,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions P4gcn: Vertical federated social recommendation with privacy-preserving two-party graph convolution network,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.270878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 886247cd-a191-4051-bd1e-93d6877d52d1 · outbound

This paper cites Lightfr: Lightweight fed- erated recommendation with privacy-preserving matrix factorization,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Lightfr: Lightweight fed- erated recommendation with privacy-preserving matrix factorization,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.276323Z

Source-reported events for the cited work

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Observation a83429e2-b442-40ca-9b96-f0d89d6fada2 · outbound

This paper cites Discrete federated multi- behavior recommendation for privacy-preserving heterogeneous one- class collaborative filtering,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Discrete federated multi- behavior recommendation for privacy-preserving heterogeneous one- class collaborative filtering,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.281497Z

Source-reported events for the cited work

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Observation 8b92f8b5-be58-4965-8d37-4634b2621999 · outbound

This paper cites Efficient-fedrec: Efficient federated learning framework for privacy-preserving news recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Efficient-fedrec: Efficient federated learning framework for privacy-preserving news recommendation,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.286216Z

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Observation cafada0c-f8c0-4495-bd6c-2afb27e7f8a0 · outbound

This paper cites Hide your model: A parameter transmission-free federated recommender system,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Hide your model: A parameter transmission-free federated recommender system,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.290712Z

Source-reported events for the cited work

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Observation 9db5866c-4d67-4351-9745-45c458225ee1 · outbound

This paper cites Personalized federated recommendation for cold-start users via adap- tive knowledge fusion,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Personalized federated recommendation for cold-start users via adap- tive knowledge fusion,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.295141Z

Source-reported events for the cited work

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Observation 3c52c324-afd1-48b5-8f0e-f56bd196e278 · outbound

This paper cites Privacy- preserving graph convolution network for federated item recommenda- tion,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy- preserving graph convolution network for federated item recommenda- tion,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.299838Z

Source-reported events for the cited work

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Observation 7517c3bc-017f-4384-af8b-2b40741353f4 · outbound

This paper cites Vertical federated graph neural network for recommender system,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Vertical federated graph neural network for recommender system,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.305030Z

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Observation cbf47611-8b70-48d9-9553-ab5ab3c592c6 · outbound

This paper cites Towards personalized privacy: User-governed data contribution for federated recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Towards personalized privacy: User-governed data contribution for federated recommendation,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.310423Z

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Observation 4f8f2560-e21c-4c2f-a86d-d02f7a01931d · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated heterogeneous graph neural network for privacy-preserving recommen- dation,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.315358Z

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Observation 3cef03a8-95f7-4d28-bbd8-0007133d60a2 · outbound

This paper cites Defedgcn: Privacy-preserving decentralized federated gcn for recommender sys- tem,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Defedgcn: Privacy-preserving decentralized federated gcn for recommender sys- tem,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.320267Z

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Observation b7a7e24b-c98f-4117-8568-296ca7401faa · outbound

This paper cites Poisoning deep learning based recom- mender model in federated learning scenarios,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Poisoning deep learning based recom- mender model in federated learning scenarios,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.325685Z

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Observation 997261e5-ac66-4e48-b263-cdb308ad46c6 · outbound

This paper cites Fedattack: Effective and covert poisoning attack on federated recommendation via hard sampling,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedattack: Effective and covert poisoning attack on federated recommendation via hard sampling,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.337308Z

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Observation c95f728b-90ac-4d7f-b159-55349793e569 · outbound

This paper cites Pipattack: Poisoning federated recommender systems for manipulating item promotion,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Pipattack: Poisoning federated recommender systems for manipulating item promotion,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.341869Z

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Observation 4ce9afb1-7649-42fb-9a21-7ebb740dec2e · outbound

This paper cites Ua-fedrec: untargeted attack on federated news recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Ua-fedrec: untargeted attack on federated news recommendation,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.346808Z

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Observation 48963c63-2dd5-4c30-9570-a56fe1a99532 · outbound

This paper cites Untargeted attack against federated recommendation systems via poisonous item embeddings and the defense,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Untargeted attack against federated recommendation systems via poisonous item embeddings and the defense,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.352720Z

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Observation aa63bf40-5c36-4c5e-bfe4-df7692293b0a · outbound

This paper cites Interaction-level membership inference attack against federated rec- ommender systems,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Interaction-level membership inference attack against federated rec- ommender systems,

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.358127Z

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Observation 937f3216-0e03-4a6c-9602-c13d5476d638 · outbound

This paper cites Comprehensive privacy analysis on federated recommender system against attribute inference attacks,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Comprehensive privacy analysis on federated recommender system against attribute inference attacks,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.362720Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Not one less: Exploring interplay between user profiles and items in untargeted attacks against federated recommendation,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.368621Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Eyes on federated recommendation: Targeted poisoning with compe- tition and its mitigation,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.373381Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions User consented federated recommender system against personalized attribute inference attack,

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.377979Z

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This paper cites Defending against membership inference attack for counterfactual federated recommendation with differentially private representation learning,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Defending against membership inference attack for counterfactual federated recommendation with differentially private representation learning,

Reference 64

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Observation f8181eb5-e5d2-4afa-bfe0-eaab31b1a002 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Poisoning federated recommender systems with fake users,

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.387959Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Preventing the popular item embedding based attack in federated recommenda- tions,

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.393548Z

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Observation cb22893c-43c8-452b-85b4-25a23c014d2c · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Poisoning decentralized collaborative recommender system and its countermea- sures,

Reference 67

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Observation 1ac0621b-1fca-441a-8b49-3f7bab578f6a · outbound

This paper cites Hidattack: An effective and undetectable model poisoning attack to federated recommenders,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Hidattack: An effective and undetectable model poisoning attack to federated recommenders,

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.403302Z

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This paper cites Defending federated recommender systems against untargeted attacks: A contribution-aware robust aggregation scheme,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Defending federated recommender systems against untargeted attacks: A contribution-aware robust aggregation scheme,

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.409298Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Aegis: Post-training attribute unlearning in federated recommender systems against attribute inference attacks,

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.417974Z

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Observation 40f72f1b-29f6-4b90-8257-c5896bdb9b01 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedcdr: federated cross-domain recommendation for privacy- preserving rating prediction,

Reference 72

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Observation 37b1efa8-e422-4633-93fb-a7c7e9329d4c · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedcore: Federated learning for cross-organization recommendation ecosystem,

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.440485Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Ppgencdr: A stable and robust framework for privacy-preserving cross-domain recommen- dation,

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.446055Z

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Observation 41ccda01-3fb2-4083-97e2-79b26a737b0b · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated graph learning for cross-domain recommendation,

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.451162Z

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Observation 0eb9312a-b55a-4e76-bf81-ec65d91c36af · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving cross-domain se- quential recommendation,

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.455887Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedct: Federated collaborative transfer for recommendation,

Reference 77

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This paper cites Feder- ated probabilistic preference distribution modelling with compactness co-clustering for privacy-preserving multi-domain recommendation.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Feder- ated probabilistic preference distribution modelling with compactness co-clustering for privacy-preserving multi-domain recommendation

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.466311Z

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Observation 360cfc5f-1a91-4cf7-935d-34c14255aac0 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Differential private knowledge transfer for privacy-preserving cross-domain recom- mendation,

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.471800Z

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Observation 0ca5693c-1a23-48b0-9053-647acbcee97c · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Differentially private sparse mapping for privacy-preserving cross domain recommendation,

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.476737Z

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This paper cites A federated multi-view deep learning framework for privacy-preserving recommendations,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A federated multi-view deep learning framework for privacy-preserving recommendations,

Reference 81

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Refer: Retrieval-enhanced vertical federated recommendation for full set user benefit,

Reference 82

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Observation b85ea1e7-7852-438f-865d-81ed57b3b39e · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Feddcsr: Federated cross-domain sequential recommendation via disentangled representation learning,

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.493129Z

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Observation 64701344-c629-4d83-8751-0925913f70c2 · outbound

This paper cites Fedhcdr: Federated cross-domain recommendation with hypergraph signal decoupling,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedhcdr: Federated cross-domain recommendation with hypergraph signal decoupling,

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.498240Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Win-win: a privacy-preserving federated framework for dual-target cross-domain recommendation,

Reference 85

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Observation 94f3fbb1-8176-4c06-ad99-1125061c20a4 · outbound

This paper cites Fedcsr: A federated framework for multi-platform cross-domain sequential recommendation with dual contrastive learning,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedcsr: A federated framework for multi-platform cross-domain sequential recommendation with dual contrastive learning,

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.508160Z

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This paper cites Privacy-preserving cross-domain recommendation with federated graph learning,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving cross-domain recommendation with federated graph learning,

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.513702Z

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Observation ba5e5cd0-1fad-49f6-bb6b-e5d11b51e816 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Prompt- enhanced federated content representation learning for cross-domain recommendation,

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.518335Z

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Observation 6dff6a5c-98bf-46e5-9af1-c0f654d4f7c0 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Recommendation algorithm based on federated multi-modal learning,

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.523316Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Towards resource-efficient and secure federated multimedia recommendation,

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.529199Z

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This paper cites A privacy-preserving framework with multi-modal data for cross-domain recommendation,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A privacy-preserving framework with multi-modal data for cross-domain recommendation,

Reference 91

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Observation a94b8c92-e3ee-40dc-8715-99e1d8974dcc · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Personalized item em- beddings in federated multimodal recommendation,

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.540534Z

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Observation 62949ca1-7c2f-44b5-bd53-3539b6156bbf · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated adaptation for foundation model-based recommendations,

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.545539Z

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Observation a9fc3852-f0df-49bf-8cc1-91b5aba7b898 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A Federated Framework for LLM-based Recommendation

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.550584Z

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Observation 28680a13-a66b-4f08-8cef-56c29efe8e98 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fellas: Enhancing federated sequential recommendation with llm as external services,

Reference 95

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Observation 6ac7772e-1554-4955-a2e2-600e9f991922 · outbound

This paper cites Multifaceted user modeling in recommendation: A federated foundation models approach,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Multifaceted user modeling in recommendation: A federated foundation models approach,

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.561802Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated rec- ommendation systems,

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.567959Z

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This paper cites Horizontal federated recommender system: A survey,.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Horizontal federated recommender system: A survey,

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.574044Z

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This paper cites Navigating the Future of Federated Recommendation Systems with Foundation Models.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Navigating the Future of Federated Recommendation Systems with Foundation Models

Reference 99

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:41:01.535733Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A survey on cross-user federated recommendation,

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.585604Z

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Observation 7581b777-02b9-44dd-8f29-e47b3c07d547 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fast matrix factorization for online recommendation with implicit feedback,

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.592069Z

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Observation 6e6cd8df-9a37-4c2c-b845-e319a974afa9 · outbound

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Explicit factor models for explainable recommendation based on phrase-level sentiment analysis,

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.598158Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Communication-efficient learning of deep networks from decentral- ized data,

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.603967Z

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A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Bpr: Bayesian personalized ranking from implicit feedback,

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-05T15:41:00.608752Z

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