Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:41:00.608752Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 100 of 218 outbound references and 0 inbound Pith citation observations for arXiv:2508.19620.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:41:00.608752Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 218 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation aa299fae-4dda-46a7-b711-bb262f406ce7 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Improved diversity-promoting collaborative metric learning for recommendation,
Reference 1
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Observation 5c197bff-b568-43fc-9452-26503b6d6a99 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Multimedia recommendation: technology and techniques,
Reference 4
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Observation db3ea0af-7778-4fbb-8c96-0c6bd3c49830 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A survey on federated recommendation systems,
Reference 5
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Observation 0b33ba2c-4d8b-48ba-980e-78fa7b4d5acb · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Hetefedrec: Federated recommender systems with model heterogeneity,
Reference 6
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Observation bbcfe833-4cf0-435f-82a9-e740c08504a2 · outbound
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
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Observation 254f8ce3-ac80-4476-8483-6ed6efcfbb99 · outbound
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
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Observation 67c36f68-26a8-4f11-a9d9-83d89aade100 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Meta matrix factorization for federated rating predictions,
Reference 9
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Observation d7a98177-15dd-41ec-acbd-9e0f3928db70 · outbound
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
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Observation 064bb1e4-46b7-48f4-a635-41b7c269a7cd · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated recommendation with additive personalization,
Reference 11
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Observation db49337e-c513-4671-9018-dbd84099b97a · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Dual personalization on federated recommendation,
Reference 12
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Observation 58f73570-f512-4b33-aa82-62a592ad76a2 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Gpfedrec: Graph-guided personalization for federated recommendation,
Reference 13
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Observation 293f8b18-513e-46c3-99f0-8b67c7dd6424 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System
Reference 14
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Observation dc46e3eb-cd38-43e4-9c07-f64357f1e901 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Secure federated matrix factorization,
Reference 15
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Observation 3fe1ee54-f41e-42a5-8b40-e7daefcc5b1c · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Semi-decentralized federated ego graph learning for recommendation,
Reference 16
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Observation 114dfbcd-66f6-4030-808a-d5dcd8517a0e · outbound
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
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Observation f320c198-21cb-4a34-bbb8-d69e3d817e1c · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedrec: Federated recommen- dation with explicit feedback,
Reference 18
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Observation 5c20cc47-d6c7-40d1-a406-85fc8973e9bd · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedrec++: Lossless federated recom- mendation with explicit feedback,
Reference 19
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Observation c8eceda2-5233-4889-ae66-3057558bc790 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Stronger privacy for federated collaborative filtering with implicit feedback,
Reference 20
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Observation 9e2612c8-4dc9-474d-afe5-2b846f0dedfb · outbound
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
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Observation c535e28b-e131-46d5-8c6a-5d996788a29e · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated neural collaborative filtering,
Reference 22
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Observation 92d7ae19-be15-4360-8d16-68ec4071f6e7 · outbound
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
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Observation 0745022e-bf72-4954-bb65-158140cbc5d0 · outbound
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
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Observation c206b47b-3329-41a6-9910-c14b6fd1abfc · outbound
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
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Observation 951fb2d9-6e0b-48f3-90c4-b6635127ad8a · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated unlearning for on-device recommendation,
Reference 26
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Observation 5c95ad66-07ef-4947-b8fe-8aa29eeb0ee4 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Efficient federated item similarity model for privacy-preserving recommendation,
Reference 27
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Observation d5cdfa3b-d332-4018-9ca3-d40f46e1af63 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fast-adapting and privacy-preserving federated recommender system,
Reference 28
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Observation 2a471d3c-3fb4-48e6-b7ca-f16098b3afec · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving sequential recommendation with collaborative confusion,
Reference 29
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Observation 46bae754-ba0f-415a-9d30-b65c5b9802cc · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Certified unlearning for federated recommendation,
Reference 30
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Observation 9f71192f-e7a8-4480-9c81-a10acff527d4 · outbound
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
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Observation ecef482a-2f2a-41ab-a1b8-80625a9d2958 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Ownership verification for federated recommendation,
Reference 32
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Observation 0c73af91-24e2-4850-928e-6bb33148de25 · outbound
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
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Observation 50b3299a-b1c3-4e74-9808-115f9e5e8610 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving news recommendation model learning,
Reference 34
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Observation 081b0961-f77e-457b-9bc8-f44150c35488 · outbound
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
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Observation 8e036e57-03ca-4fba-a9de-ac0112ad6f4c · outbound
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
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Observation 3e2a5f02-840a-45f5-a324-9e70a9b6ec11 · outbound
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
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Observation 54af6dd6-c6da-4629-afa7-95032642071e · outbound
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
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Observation a2459e0c-9b51-499c-9daa-41fb407d1fbb · outbound
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
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Observation 71a15e9d-f7d6-4b0d-8896-7c8b92c53438 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions A payload optimization method for federated recommender systems,
Reference 40
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Observation 6e05892a-9503-4eeb-aef0-0f3b1eaa1383 · outbound
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
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Observation 441487c0-f3db-479d-a609-b82c57c23d85 · outbound
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
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Observation 886247cd-a191-4051-bd1e-93d6877d52d1 · outbound
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
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Observation a83429e2-b442-40ca-9b96-f0d89d6fada2 · outbound
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
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Observation 8b92f8b5-be58-4965-8d37-4634b2621999 · outbound
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
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Observation cafada0c-f8c0-4495-bd6c-2afb27e7f8a0 · outbound
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
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Observation 9db5866c-4d67-4351-9745-45c458225ee1 · outbound
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
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Observation 3c52c324-afd1-48b5-8f0e-f56bd196e278 · outbound
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
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Observation 7517c3bc-017f-4384-af8b-2b40741353f4 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Vertical federated graph neural network for recommender system,
Reference 49
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Observation cbf47611-8b70-48d9-9553-ab5ab3c592c6 · outbound
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
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Observation 4f8f2560-e21c-4c2f-a86d-d02f7a01931d · outbound
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
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Observation 3cef03a8-95f7-4d28-bbd8-0007133d60a2 · outbound
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
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Observation b7a7e24b-c98f-4117-8568-296ca7401faa · outbound
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
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Observation 997261e5-ac66-4e48-b263-cdb308ad46c6 · outbound
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
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Observation c95f728b-90ac-4d7f-b159-55349793e569 · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Pipattack: Poisoning federated recommender systems for manipulating item promotion,
Reference 56
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Observation 4ce9afb1-7649-42fb-9a21-7ebb740dec2e · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Ua-fedrec: untargeted attack on federated news recommendation,
Reference 57
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Observation 48963c63-2dd5-4c30-9570-a56fe1a99532 · outbound
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
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Observation aa63bf40-5c36-4c5e-bfe4-df7692293b0a · outbound
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
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Observation 937f3216-0e03-4a6c-9602-c13d5476d638 · outbound
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
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Observation 7d34c098-4656-4d9c-a73a-7d462c1e1ed3 · outbound
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
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Observation f95280a0-5207-45e7-872f-5f9b575eb1a8 · outbound
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
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Observation c16df262-777f-429b-8ee6-a03c8501bfd5 · outbound
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
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Observation 5a535ee0-b125-452c-a575-a417ac0c0669 · outbound
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
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Poisoning federated recommender systems with fake users,
Reference 65
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Observation 47450f0f-3fdf-48fa-aef9-11efbb9b0067 · outbound
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
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Observation cb22893c-43c8-452b-85b4-25a23c014d2c · outbound
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
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
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Observation 2323263c-b841-4b89-ba9a-608c986fc941 · outbound
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
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Observation 39974c5c-b211-4f53-82d2-3bbb4d451224 · outbound
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
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Observation 40f72f1b-29f6-4b90-8257-c5896bdb9b01 · outbound
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
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Fedcore: Federated learning for cross-organization recommendation ecosystem,
Reference 73
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Observation b568a58c-a69d-45a0-854d-03c315eae3bd · outbound
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
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Observation 41ccda01-3fb2-4083-97e2-79b26a737b0b · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Federated graph learning for cross-domain recommendation,
Reference 75
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Observation 0eb9312a-b55a-4e76-bf81-ec65d91c36af · outbound
A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Privacy-preserving cross-domain se- quential recommendation,
Reference 76
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Observation 50954348-5485-48fe-88ae-5e48a49f9c94 · outbound
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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Observation efb8d453-2768-4bb4-9c11-e028a67685de · outbound
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
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Observation 360cfc5f-1a91-4cf7-935d-34c14255aac0 · outbound
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
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Observation 0ca5693c-1a23-48b0-9053-647acbcee97c · outbound
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
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Observation 67db3f12-cf4a-47ec-8605-49dc8560cb85 · outbound
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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Observation 3d6c2055-6669-496d-ac26-8e5ed270bfed · outbound
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
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
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