Paper Citation Record · LEDGER

Decentralized Federated Averaging via Random Walk

As of 5 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2508.21286.

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

pith.paper-citation-record.v1
2508.21286 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:31:15.728637Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

43 of 43 outbound references displayed

verified exact0
verified fuzzy39
unresolved4
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 149f07fb-d6ad-4a5a-97e0-d7d3d46cdedb · outbound

This paper cites Advances and open problems in federated learning,.

Decentralized Federated Averaging via Random Walk Advances and open problems in federated learning,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:24.301530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c395a363-82f1-4fd7-93da-76d9f6d01788 · outbound

This paper cites The future of digital health with federated learning,.

Decentralized Federated Averaging via Random Walk The future of digital health with federated learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:24.047332Z

Source-reported events for the cited work

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Observation 538bb61e-9c6a-4ac3-be67-7b776716e86c · outbound

This paper cites Fedhome: Cloud-edge based personalized federated learning for in-home health monitoring,.

Decentralized Federated Averaging via Random Walk Fedhome: Cloud-edge based personalized federated learning for in-home health monitoring,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:23.766857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6b1fa432-92c6-4149-a10f-15a473b63db4 · outbound

This paper cites Wireless-enabled asynchronous federated fourier neural network for turbulence prediction in urban air mobility (UAM),.

Decentralized Federated Averaging via Random Walk Wireless-enabled asynchronous federated fourier neural network for turbulence prediction in urban air mobility (UAM),

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:23.510731Z

Source-reported events for the cited work

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Observation e0606f97-c4a7-4a0c-b2e3-91e60a8adec5 · outbound

This paper cites Fl-market: Trading private models in federated learning,.

Decentralized Federated Averaging via Random Walk Fl-market: Trading private models in federated learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:23.233874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 12fcde63-5de2-436f-b507-4105e00eac56 · outbound

This paper cites Federated learning: Challenges, methods, and future directions,.

Decentralized Federated Averaging via Random Walk Federated learning: Challenges, methods, and future directions,

Reference 6

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Source-reported events for the cited work

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Observation b5b9d599-688b-4a80-9de7-ac09c636c4cf · outbound

This paper cites Chain FL: Decentralized federated machine learning via blockchain,.

Decentralized Federated Averaging via Random Walk Chain FL: Decentralized federated machine learning via blockchain,

Reference 7

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Source-reported events for the cited work

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Observation cc5869b3-3645-436e-bdb6-b1fdddc2929f · outbound

This paper cites A survey on federated learning for resource-constrained IoT devices,.

Decentralized Federated Averaging via Random Walk A survey on federated learning for resource-constrained IoT devices,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:22.690314Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0a780421-050a-468f-82e1-6438a136243e · outbound

This paper cites Tackling the ob- jective inconsistency problem in heterogeneous federated optimization,.

Decentralized Federated Averaging via Random Walk Tackling the ob- jective inconsistency problem in heterogeneous federated optimization,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:22.399630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 952d9017-4743-4164-845f-a9d67f41273a · outbound

This paper cites Walkman: A communication-efficient random-walk algorithm for decentralized optimization,.

Decentralized Federated Averaging via Random Walk Walkman: A communication-efficient random-walk algorithm for decentralized optimization,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:22.230129Z

Source-reported events for the cited work

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Observation ce5f7821-ba00-4ce5-bdf0-5b6de2e2450a · outbound

This paper cites On the decentralized stochastic gradient descent with markov chain sampling,.

Decentralized Federated Averaging via Random Walk On the decentralized stochastic gradient descent with markov chain sampling,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:22.058136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0d4946de-9820-47cd-9734-7cf9e8bb23fc · outbound

This paper cites Decentralized federated learning with adaptive configuration for heterogeneous par- ticipants,.

Decentralized Federated Averaging via Random Walk Decentralized federated learning with adaptive configuration for heterogeneous par- ticipants,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:21.876505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4b38968c-9545-4a76-b756-4372d8615bf4 · outbound

This paper cites Communication-efficient nonconvex federated learning with error feedback for uplink and downlink,.

Decentralized Federated Averaging via Random Walk Communication-efficient nonconvex federated learning with error feedback for uplink and downlink,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:21.673921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 01c97008-0598-4783-8dcc-8be9c9fc8f39 · outbound

This paper cites GossipFL: A decentralized federated learning framework with sparsified and adaptive communication,.

Decentralized Federated Averaging via Random Walk GossipFL: A decentralized federated learning framework with sparsified and adaptive communication,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:21.510389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7f1d4014-a578-4c94-91f0-2c23b2a00bdc · outbound

This paper cites Decentralized federated averaging,.

Decentralized Federated Averaging via Random Walk Decentralized federated averaging,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:21.303833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ea30d320-ac49-4684-af33-23c8fea18ccd · outbound

This paper cites Communication-efficient design for quantized decentralized federated learning,.

Decentralized Federated Averaging via Random Walk Communication-efficient design for quantized decentralized federated learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:21.151457Z

Source-reported events for the cited work

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Observation 0d088d41-a84d-431b-9541-bffe88bab72d · outbound

This paper cites Adaptive random walk gradient descent for decentralized optimization,.

Decentralized Federated Averaging via Random Walk Adaptive random walk gradient descent for decentralized optimization,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:20.988234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4ae274bd-1557-4030-a668-301b71562167 · outbound

This paper cites A unified theory of decentralized SGD with changing topology and local updates,.

Decentralized Federated Averaging via Random Walk A unified theory of decentralized SGD with changing topology and local updates,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:20.798307Z

Source-reported events for the cited work

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Observation e4bac315-a716-46d2-b190-18f5bacf849e · outbound

This paper cites D-cliques: Compensating for data heterogeneity with topology in decentralized federated learning,.

Decentralized Federated Averaging via Random Walk D-cliques: Compensating for data heterogeneity with topology in decentralized federated learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:20.659279Z

Source-reported events for the cited work

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Observation 19e0daf7-a265-42aa-9c35-b7223df70562 · outbound

This paper cites Walk for learning: A random walk approach for federated learning from heterogeneous data,.

Decentralized Federated Averaging via Random Walk Walk for learning: A random walk approach for federated learning from heterogeneous data,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:20.476526Z

Source-reported events for the cited work

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Observation 494861cf-92a4-4b0d-a20b-1024de0782db · outbound

This paper cites On markov chain gradient descent,.

Decentralized Federated Averaging via Random Walk On markov chain gradient descent,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:20.289762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8a0143a9-610e-4faf-93a2-fbe469d8a661 · outbound

This paper cites Private weighted random walk stochas- tic gradient descent,.

Decentralized Federated Averaging via Random Walk Private weighted random walk stochas- tic gradient descent,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:20.102658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1232a8a7-a2eb-42a5-8b3b-bdcd5b24dc7d · outbound

This paper cites Local learning matters: Rethinking data heterogeneity in federated learning,.

Decentralized Federated Averaging via Random Walk Local learning matters: Rethinking data heterogeneity in federated learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:19.918590Z

Source-reported events for the cited work

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Observation a097a52a-bf22-4dfa-b69c-66ae1c096df1 · outbound

This paper cites Improving the model consistency of decentralized federated learning,.

Decentralized Federated Averaging via Random Walk Improving the model consistency of decentralized federated learning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:19.749163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0a0cc55a-9eff-4bfc-8133-21a25b39c0f6 · outbound

This paper cites On the benefits of multiple gossip steps in communication-constrained decentralized federated learning,.

Decentralized Federated Averaging via Random Walk On the benefits of multiple gossip steps in communication-constrained decentralized federated learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:19.584309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2a2ecf0e-a19c-4e53-864a-4c6181b1b4a9 · outbound

This paper cites Gossip learning as a decen- tralized alternative to federated learning,.

Decentralized Federated Averaging via Random Walk Gossip learning as a decen- tralized alternative to federated learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:19.348208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2796ab01-acdb-46a5-8660-6a36b52670f3 · outbound

This paper cites Can decentralized algorithms outperform centralized algorithms? A case study for decentralized parallel stochastic gradient descent,.

Decentralized Federated Averaging via Random Walk Can decentralized algorithms outperform centralized algorithms? A case study for decentralized parallel stochastic gradient descent,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:19.127375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 73a20a7d-a2fc-46c3-aa29-0cacedffe46b · outbound

This paper cites Beyond spectral gap: the role of the topology in decentralized learning,.

Decentralized Federated Averaging via Random Walk Beyond spectral gap: the role of the topology in decentralized learning,

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bf8e9eb6-ee6f-4bd5-86be-01d474b1135d · outbound

This paper cites A survey on decentralized federated learning,.

Decentralized Federated Averaging via Random Walk A survey on decentralized federated learning,

Reference 29

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Source-reported events for the cited work

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Observation 681e430d-5d97-4ae7-b16d-4581bbe9aa67 · outbound

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

Decentralized Federated Averaging via Random Walk A review of applications in federated learning,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:18.723787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7c74544b-12b6-485f-bc14-bbcb1434e123 · outbound

This paper cites Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,.

Decentralized Federated Averaging via Random Walk Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:18.470356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c4bf081a-a0db-435f-bf2a-b5564b72c1cc · outbound

This paper cites Decentralized federated learning for UA V networks: Architecture, challenges, and opportunities,.

Decentralized Federated Averaging via Random Walk Decentralized federated learning for UA V networks: Architecture, challenges, and opportunities,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:18.205849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e5da2ffe-91ad-44d1-9c86-539b7439c0f1 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Decentralized Federated Averaging via Random Walk Communication-efficient learning of deep networks from decentralized data,

Reference 33

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Source-reported events for the cited work

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Observation 6fc93ed0-b6f2-47f7-b8d2-274838ef43e9 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Decentralized Federated Averaging via Random Walk Federated optimization in heterogeneous networks,

Reference 34

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Source-reported events for the cited work

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Observation ea736e04-89a4-4d3c-85e0-e5aa425e8c83 · outbound

This paper cites Linearly Convergent Asynchronous Distributed ADMM via Markov Sampling.

Decentralized Federated Averaging via Random Walk Linearly Convergent Asynchronous Distributed ADMM via Markov Sampling

Reference 35

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Observation a903166f-6bb3-4286-978d-8c41cd929d4c · outbound

This paper cites Decentralized consensus opti- mization based on parallel random walk,.

Decentralized Federated Averaging via Random Walk Decentralized consensus opti- mization based on parallel random walk,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:17.537263Z

Source-reported events for the cited work

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Observation 11a40905-52fe-4da7-ab7a-aa4595be1cae · outbound

This paper cites SCAFFOLD: Stochastic controlled averaging for federated learning,.

Decentralized Federated Averaging via Random Walk SCAFFOLD: Stochastic controlled averaging for federated learning,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:17.393713Z

Source-reported events for the cited work

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Observation 40f8a690-2d80-4eac-9239-d72045da037f · outbound

This paper cites an unresolved cited work.

Decentralized Federated Averaging via Random Walk Unresolved cited work

Reference 38

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Observation b98e91b7-ef8f-4a26-8db1-faaff64f487b · outbound

This paper cites Distributed stochastic consensus optimization with momentum for nonconvex nons- mooth problems,.

Decentralized Federated Averaging via Random Walk Distributed stochastic consensus optimization with momentum for nonconvex nons- mooth problems,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:16.938401Z

Source-reported events for the cited work

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Observation cc7996b6-26bc-47b2-840e-99ede2b80728 · outbound

This paper cites D-admm: A communication-efficient distributed algorithm for separable optimiza- tion,.

Decentralized Federated Averaging via Random Walk D-admm: A communication-efficient distributed algorithm for separable optimiza- tion,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:16.732586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bc4fd9e8-a61f-42ab-9099-21bd31c025be · outbound

This paper cites Qsgd: Communication-efficient sgd via gradient quantization and encoding,.

Decentralized Federated Averaging via Random Walk Qsgd: Communication-efficient sgd via gradient quantization and encoding,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:16.597685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6e0a8c8c-e831-4ec4-b3df-293c1caae055 · outbound

This paper cites Expander graphs – a study,.

Decentralized Federated Averaging via Random Walk Expander graphs – a study,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:16.457964Z

Source-reported events for the cited work

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Observation bb293f61-873a-4759-92f3-5fa3e43956e1 · outbound

This paper cites Learning differentially private recurrent language models,.

Decentralized Federated Averaging via Random Walk Learning differentially private recurrent language models,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:31:16.201819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

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