Paper Citation Record · LEDGER

Encoded Spatial Attribute in Multi-Tier Federated Learning

As of 13 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2501.05934.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.05934 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:11:44.871177Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy28
unresolved4
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 867174b8-7bd8-4b31-80aa-d0145e8a0a62 · outbound

This paper cites Federated learning review: Fundamentals, enabling technologies, and future applications,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Federated learning review: Fundamentals, enabling technologies, and future applications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:47.856006Z

Source-reported events for the cited work

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Observation 0566baf8-826a-453e-bcde-a9cdb3100589 · outbound

This paper cites A review of applications in federated learning,.

Encoded Spatial Attribute in Multi-Tier Federated Learning A review of applications in federated learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:47.752547Z

Source-reported events for the cited work

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Observation 8cc456f2-5cbe-46b7-9773-044a5fc4d4e6 · outbound

This paper cites A survey on federated learning,.

Encoded Spatial Attribute in Multi-Tier Federated Learning A survey on federated learning,

Reference 3

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Source-reported events for the cited work

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Observation 98b3602f-e048-4e7c-b8bc-0c4c12623400 · outbound

This paper cites A performance evaluation of federated learning algorithms,.

Encoded Spatial Attribute in Multi-Tier Federated Learning A performance evaluation of federated learning algorithms,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:47.549647Z

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Observation 114e5ee6-ab97-404b-b8b7-d5218fd42491 · outbound

This paper cites On the role of spatial data science for federated learning,.

Encoded Spatial Attribute in Multi-Tier Federated Learning On the role of spatial data science for federated learning,

Reference 5

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Observation 7670c56a-1990-4b21-8989-99251b3ffa2b · outbound

This paper cites Spatially-distributed federated learning of convolutional recurrent neural networks for air pollution prediction,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Spatially-distributed federated learning of convolutional recurrent neural networks for air pollution prediction,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:47.294963Z

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Observation 5d1e3c89-10d7-466c-bb23-fac70b2d22c6 · outbound

This paper cites Survey of federated learning models for spatial-temporal mobility applications,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Survey of federated learning models for spatial-temporal mobility applications,

Reference 7

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Source-reported events for the cited work

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Observation a9dbb327-2410-42a6-86c4-43ab244454d9 · outbound

This paper cites Measurement and applications: Exploring the challenges and opportunities of hierarchical federated learning in sensor applications,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Measurement and applications: Exploring the challenges and opportunities of hierarchical federated learning in sensor applications,

Reference 8

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Source-reported events for the cited work

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Observation 4a71bb53-ad07-4915-8879-a33dcde63ecd · outbound

This paper cites Resource-efficient federated learning with hierarchical aggregation in edge computing,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Resource-efficient federated learning with hierarchical aggregation in edge computing,

Reference 9

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Source-reported events for the cited work

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Observation 7ab25d03-2caa-4c7c-9799-f2003d231ab2 · outbound

This paper cites Client-edge-cloud hierarchical federated learning,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Client-edge-cloud hierarchical federated learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.804933Z

Source-reported events for the cited work

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Observation 2c70ed60-305f-46ce-a79c-d44117969968 · outbound

This paper cites Physical flow account for greenhouse gas emissions.

Encoded Spatial Attribute in Multi-Tier Federated Learning Physical flow account for greenhouse gas emissions

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.696779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0f6e8483-6c3a-4e11-9441-794ae341e6dd · outbound

This paper cites A spatial-temporal comparison of ev charging station clusters leveraging multiple validity indices,.

Encoded Spatial Attribute in Multi-Tier Federated Learning A spatial-temporal comparison of ev charging station clusters leveraging multiple validity indices,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.634502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a3d60137-eecc-47a7-8df5-10768d7be04f · outbound

This paper cites Communication Efficiency in Federated Learning: Achievements and Challenges.

Encoded Spatial Attribute in Multi-Tier Federated Learning Communication Efficiency in Federated Learning: Achievements and Challenges

Reference 13

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Source-reported events for the cited work

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Observation bc04c4c9-fd7b-4b81-b13e-828aafb7cfb1 · outbound

This paper cites Federated learning in smart city sensing: Challenges and opportunities,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Federated learning in smart city sensing: Challenges and opportunities,

Reference 14

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Source-reported events for the cited work

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Observation f694a722-4864-4b7f-901d-fd010066431e · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Encoded Spatial Attribute in Multi-Tier Federated Learning On the Convergence of FedAvg on Non-IID Data

Reference 15

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Source-reported events for the cited work

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Observation 3a1e7f3d-c874-4162-90af-77f278ef1563 · outbound

This paper cites Robust federated learning approach for travel mode identification from non-iid gps tra- jectories,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Robust federated learning approach for travel mode identification from non-iid gps tra- jectories,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.501249Z

Source-reported events for the cited work

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Observation 65115f99-0db4-4ee0-9451-af76143244de · outbound

This paper cites Weighted averaging federated learning based on example forgetting events in label imbalanced non- iid,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Weighted averaging federated learning based on example forgetting events in label imbalanced non- iid,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.466032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6c6ecc9e-a965-41e2-9b22-b0ef18009c7b · outbound

This paper cites Federated learning over wireless networks: Opti- mization model design and analysis,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Federated learning over wireless networks: Opti- mization model design and analysis,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.406588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 97fc83bd-40be-40b9-ae6e-14c9403310c8 · outbound

This paper cites Towards federated learning and multi- access edge computing for air quality monitoring: Literature review and assessment,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Towards federated learning and multi- access edge computing for air quality monitoring: Literature review and assessment,

Reference 19

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Observation 2d0f0d39-1777-4b50-a216-0ee640aa082b · outbound

This paper cites Client-edge-cloud hierarchical federated learning,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Client-edge-cloud hierarchical federated learning,

Reference 20

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Observation 409b721a-c2a0-47ba-8dec-b787f3938d7b · outbound

This paper cites Flow-fl: Data-driven federated learning for spatio-temporal predictions in multi-robot sys- tems,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Flow-fl: Data-driven federated learning for spatio-temporal predictions in multi-robot sys- tems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.228943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f3bcb607-14d5-40c7-8436-1282bb2ef804 · outbound

This paper cites Advancing location privacy in urban networks: A hybrid approach leveraging federated learning and geospatial semantics,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Advancing location privacy in urban networks: A hybrid approach leveraging federated learning and geospatial semantics,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.127833Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7ad7ea4b-7bce-4f30-b439-49fd14cccb32 · outbound

This paper cites Fedloc: Federated learning framework for data-driven cooperative localization and location data processing,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Fedloc: Federated learning framework for data-driven cooperative localization and location data processing,

Reference 23

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2b33b973-1da1-4dcf-a1e0-a647b6391ef3 · outbound

This paper cites Research on the application of neural networks in spatial data analysis,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Research on the application of neural networks in spatial data analysis,

Reference 24

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3e720256-f7af-46e0-b462-7235aab6774e · outbound

This paper cites Ensemble learning: A survey,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Ensemble learning: A survey,

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1794474a-35d1-4ed3-9857-8b7c0ec6ea13 · outbound

This paper cites Stacking ensemble learning for spatial data prediction,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Stacking ensemble learning for spatial data prediction,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:45.584754Z

Source-reported events for the cited work

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Observation 15c162fd-8692-4e79-b3f9-98932597795e · outbound

This paper cites Discovering ev recharging patterns through an automated analytical workflow,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Discovering ev recharging patterns through an automated analytical workflow,

Reference 27

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Observation 837ffeab-5f44-485a-bcb5-8dce86a89135 · outbound

This paper cites Decentralized federated averaging,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Decentralized federated averaging,

Reference 28

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Observation 668ece4a-43e7-4fbc-aa25-3b4eb96f6d73 · outbound

This paper cites Evaluating multi-global server architecture for federated learning,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Evaluating multi-global server architecture for federated learning,

Reference 29

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Observation 0fca0d92-3c65-48a6-b902-bb0afbfdd859 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Encoded Spatial Attribute in Multi-Tier Federated Learning Adam: A Method for Stochastic Optimization

Reference 30

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Encoded Spatial Attribute in Multi-Tier Federated Learning A survey on ensemble learning,

Reference 31

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Observation e1beb951-3f66-4d9e-9ada-42cc72c0871b · outbound

This paper cites Revisiting weighted aggregation in federated learning with neural networks,.

Encoded Spatial Attribute in Multi-Tier Federated Learning Revisiting weighted aggregation in federated learning with neural networks,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:45.178073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.