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Paper Citation Record · LEDGER

Secure Decentralized Federated Learning via Gossip and Virtual Voting

As of 8 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2607.08651.

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

pith.paper-citation-record.v1
2607.08651 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T03:57:33.505451Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

62 of 62 outbound references displayed

  • verified exact23
  • verified fuzzy28
  • unresolved0
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df955ce0-0e47-4df8-9a70-e09dfdc467d3 · outbound

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

Secure Decentralized Federated Learning via Gossip and Virtual Voting Communication-efficient learning of deep networks from decentralized data,

Reference 1

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raw_fallback, observed 2026-07-10T04:06:45.435428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation fdc156a4-3852-4f74-96e6-d921361ef44e · outbound

This paper cites Advances and open problems in federated learning.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Advances and open problems in federated learning

Reference 2

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doi, observed 2026-07-10T04:06:44.595301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:d5cb04a7e2a5d0ef75c598b569e6c13b37817293e748e2624f157623818fd812

Observation 0713faf8-1e87-4cd5-9c8e-5294b2f36f20 · outbound

This paper cites ZK-HybridFL: Zero-knowledge proof-enhanced hybrid ledger for federated learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting ZK-HybridFL: Zero-knowledge proof-enhanced hybrid ledger for federated learning,

Reference 3

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arxiv_id, observed 2026-07-10T04:06:44.511691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:ab6c2b2c5ffe17b4cd6a6be58bae7fa552663f8ad7b4396a14647e985003e7bf

Observation 4b88bd67-1aa8-4504-b12f-3a20083ba0eb · outbound

This paper cites Practical secure aggregation for privacy-preserving machine learning.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Practical secure aggregation for privacy-preserving machine learning

Reference 4

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verified exact
arxiv_id, observed 2026-07-10T04:06:44.553014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:f755a2c0a34b9acb0e604455874508c7db7bf9da867a533cdee4786c17d55f56

Observation 68aff041-112f-46f1-aeb6-5dd263f3b4c7 · outbound

This paper cites Deep leakage from gradients,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Deep leakage from gradients,

Reference 5

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raw_fallback, observed 2026-07-10T04:06:45.427217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:891a2319baff05e0696d7aa662eacbff0397f2fcea7dd572c255653ef5d12f32

Observation a0dd7b5f-8e68-4d75-9997-3b06675c2839 · outbound

This paper cites Randomized gossip algorithms,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Randomized gossip algorithms,

Reference 6

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arxiv_id, observed 2026-07-10T04:06:44.536969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:908cf63427a840cf170f67e23b023a20ede4ff97922767311b95af197f6433a8

Observation 7c6cf21b-740f-48d8-8140-3e7cd07a238a · outbound

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

Secure Decentralized Federated Learning via Gossip and Virtual Voting Can decentralized algorithms outperform centralized algorithms? A case study for decentralized parallel stochastic gradient descent,

Reference 7

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raw_fallback, observed 2026-07-10T04:06:45.425517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:b38476a0877a775d08e21b7bc2893234afaa3f6c5a5cfd0a807355a3dbee39fa

Observation a1743d17-5afc-4cec-8667-e5936f6f16f6 · outbound

This paper cites Asyn- chronous decentralized parallel stochastic gradient descent,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Asyn- chronous decentralized parallel stochastic gradient descent,

Reference 8

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raw_fallback, observed 2026-07-10T04:06:45.423582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:9c38030b7af2426177198434efc3a1b8ab01160519f1c3bb3ea0e535d4df0b86

Observation d801b030-a4e4-44a5-ab54-22cee677d26d · outbound

This paper cites Stochastic gradient push for distributed deep learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Stochastic gradient push for distributed deep learning,

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:68164a9d323e56ff8ebac4941d2dcb69053a4e76abe659d1d4ade01701b537e5

Observation 8dc2cb1e-487b-49f9-ad63-2409ad223dd0 · outbound

This paper cites Decentralized stochastic optimization and gossip algorithms with compressed commu- nication,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Decentralized stochastic optimization and gossip algorithms with compressed commu- nication,

Reference 10

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raw_fallback, observed 2026-07-10T04:06:45.416459Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:9b3174f2619f69d8547ac80443bf2d43d56b4a144613eb120930c0584bbe5f1d

Observation d14c897c-511e-4314-9053-a0d1766ad4d3 · outbound

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

Secure Decentralized Federated Learning via Gossip and Virtual Voting GossipFL: A decentralized federated learning framework with sparsified and adaptive com- munication,

Reference 11

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arxiv_id, observed 2026-07-10T04:06:44.564460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:7e7241f47b4a6c333e3f0bc89dbf854ee05c9c31ecc1acde75fa83a313e8875a

Observation 8902c2ab-3f66-4618-a623-914701070e9c · outbound

This paper cites FedDual: Pair-wise gossip helps federated learning in large decentralized networks,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting FedDual: Pair-wise gossip helps federated learning in large decentralized networks,

Reference 12

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arxiv_id, observed 2026-07-10T04:06:44.533793Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:cd2bc5abb3d6ed685baa59a202053de3227309e33515a00fba709abe01e3c04e

Observation 9a423d26-00b1-49b0-a122-3d3513af0ed4 · outbound

This paper cites IEEE Transactions on Affective Computing16(3), 1787–1801 (2025).https://doi.org/ 10.1109/TAFFC.2025.3539003.

Secure Decentralized Federated Learning via Gossip and Virtual Voting IEEE Transactions on Affective Computing16(3), 1787–1801 (2025).https://doi.org/ 10.1109/TAFFC.2025.3539003

Reference 13

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arxiv_id, observed 2026-07-10T04:06:44.579539Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:bfdfe2a1da221543bc9a067d6257fee2d532ce37702a963414baa8cd34de1c11

Observation 4df3a0ef-4015-4364-a00f-35fac06f889b · outbound

This paper cites SPID-Chain: Verifiable Polar-Coded State Validation for Cross-Chain DAG Settlement.

Secure Decentralized Federated Learning via Gossip and Virtual Voting SPID-Chain: Verifiable Polar-Coded State Validation for Cross-Chain DAG Settlement

Reference 14

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verified exact
local_arxiv, observed 2026-07-10T04:06:44.539084Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:f9125fb4d167ecdda1e26e0902786eed93baeacee421db00cfe0274df6626448

Observation 70ce2268-6423-4524-86f5-c4ea3714b0bf · outbound

This paper cites Machine learning with adversaries: Byzantine tolerant gradient descent,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Machine learning with adversaries: Byzantine tolerant gradient descent,

Reference 15

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raw_fallback, observed 2026-07-10T04:06:45.418201Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:8d7fb3bc28c329ab2519a481c34e989cbe332d1ce620f425169956fbb0130888

Observation 07429584-16b5-4528-bd77-e3a4f46f16b0 · outbound

This paper cites Byzantine- robust distributed learning: Towards optimal statistical rates,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Byzantine- robust distributed learning: Towards optimal statistical rates,

Reference 16

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source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:dfc0f21f34842048788804f70c0df67e95187630460382923d328add0643beee

Observation 39e652a0-b28f-428b-ae41-0047d91f01aa · outbound

This paper cites IEEE Transactions on Signal Processing70, 1142–1154 (2022) https: //doi.org/10.1109/TSP.2022.3153135.

Secure Decentralized Federated Learning via Gossip and Virtual Voting IEEE Transactions on Signal Processing70, 1142–1154 (2022) https: //doi.org/10.1109/TSP.2022.3153135

Reference 17

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:1a29cef1ccf5797db85e3605615d1e09dfb2d2ffd05fb8810d3a7b7b06911062

Observation 98d61112-0d7c-4858-8ca9-ce2750edc24a · outbound

This paper cites Mitigating Sybils in Federated Learning Poisoning.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Mitigating Sybils in Federated Learning Poisoning

Reference 18

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local_arxiv, observed 2026-07-10T04:06:44.543695Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:10b8b9148e2935606d1e9adcb5cb6f4fd3d378be4da88219bd3809a389996b00

Observation e896da69-d18b-480d-bbc9-6f713547887d · outbound

This paper cites How to backdoor federated learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting How to backdoor federated learning,

Reference 19

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raw_fallback, observed 2026-07-10T04:06:45.412660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:e63fe1f430edb00201a1c477e60775895f9f200ecdb3a27f85dd221c586853fd

Observation 20f6210c-485a-436f-b077-786681396142 · outbound

This paper cites Attack of the tails: Yes, you really can backdoor federated learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Attack of the tails: Yes, you really can backdoor federated learning,

Reference 20

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raw_fallback, observed 2026-07-10T04:06:45.410643Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:c87ab1ddfe0e41457528c96ebd7a26d201917b567d248976aa0dd322e252f641

Observation e9a5e58e-17fc-4273-b486-871e5e207020 · outbound

This paper cites Chechik and T.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Chechik and T

Reference 21

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arxiv_id, observed 2026-07-10T04:06:44.556921Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:6d6fa9ff908b4783f73291c5e0ca978e5c1d977f0d24a3e41e420d6e4935c93c

Observation f78d07d5-8451-4b15-85fe-87d081c1fa40 · outbound

This paper cites STRIP: A defence against Trojan attacks on deep neural networks,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting STRIP: A defence against Trojan attacks on deep neural networks,

Reference 22

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arxiv_id, observed 2026-07-10T04:06:44.549668Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:e8d008ea5f3b2ad63f24694e3ef75ebe71485f30955de9752a56212c5deb370f

Observation 4dda65ba-e840-4eb1-b7ef-6387c66c2e4f · outbound

This paper cites Spectral signatures in backdoor attacks,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Spectral signatures in backdoor attacks,

Reference 23

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:366cad4f34b7cf6ddc97c2b8fa2168508f9c7ad4aacdb24c30a8fc678a2bffa3

Observation 4f5ee192-c97e-4adc-b868-f0d9783d79c8 · outbound

This paper cites Agentic AI: Autonomous Intelligence for Complex Goals—A Comprehensive Survey.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Agentic AI: Autonomous Intelligence for Complex Goals—A Comprehensive Survey

Reference 24

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arxiv_id, observed 2026-07-10T04:06:44.599056Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:edd03ccb373447566901e6a4d45d0f9921c22a51d1074336b1e4e10dfc3beb54

Observation 833aeacc-3d96-4a06-baa7-36e9807d52a7 · outbound

This paper cites HybridChain: Fast, accurate, and secure transaction processing with distributed learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting HybridChain: Fast, accurate, and secure transaction processing with distributed learning,

Reference 25

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arxiv_id, observed 2026-07-10T04:06:44.592562Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:1a4ef25ecbffa0807180c9bb64832c2d46870a249a8d81d98f7d2404e6a479af

Observation 97934a12-741d-4fc1-be48-1a102b11e8d5 · outbound

This paper cites Blockchained on- device federated learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Blockchained on- device federated learning,

Reference 26

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arxiv_id, observed 2026-07-10T04:06:44.520269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:3c33e7f6da8f3f8d571b485dfaaee5210d6a5e3e7a67e3ee2bf6d49ac888b050

Observation 543a0b9d-c612-409c-ae14-b74b6e9dec06 · outbound

This paper cites Nature598(7879), 137–143 (2021).

Secure Decentralized Federated Learning via Gossip and Virtual Voting Nature598(7879), 137–143 (2021)

Reference 27

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doi_truncated, observed 2026-07-10T04:06:44.602432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:3e7538b3271a60ed0a518248d177416de15044813564337fa743c04dac003a6d

Observation 675424fe-5b35-4438-81eb-e13a4aa94d3f · outbound

This paper cites Decentralized privacy using blockchain- enabled federated learning in fog computing,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Decentralized privacy using blockchain- enabled federated learning in fog computing,

Reference 28

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arxiv_id, observed 2026-07-10T04:06:44.516852Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:d8a2cc63de194a8769e4d1cecc1149198a121da99057a3334266eafef929c4f7

Observation e4a1cff4-d0be-4a02-b8e9-2f31b050b1ac · outbound

This paper cites Abbasian, F.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Abbasian, F

Reference 29

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metadata mismatch
arxiv_id, observed 2026-07-10T04:06:44.547111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:055ac6fd0c05e1c994d1c0d63b7b40763c9fdb1a91181830ccbd7aefe1c1452c

Observation c8f87c60-9d88-44eb-bd59-016ce67d60c2 · outbound

This paper cites Blockchain- empowered federated learning: Benefits, challenges, and solu- tions,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Blockchain- empowered federated learning: Benefits, challenges, and solu- tions,

Reference 30

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arxiv_id, observed 2026-07-10T04:06:44.571414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:5f30b789372d442f80768e3f447e8d5b858e625df9c9c62b2c3189242e3b053f

Observation 67c5d3a2-e6a2-419a-af39-ccc3beb05fee · outbound

This paper cites VFChain: Enabling verifiable and auditable federated learning via blockchain systems,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting VFChain: Enabling verifiable and auditable federated learning via blockchain systems,

Reference 31

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arxiv_id, observed 2026-07-10T04:06:44.526205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:d75bbbdd8bf8d4702b2e82b0c326b3498a6cdd73a881a3c7cd19566eabf548bc

Observation b277e45a-8f61-4511-8828-44470d9b99a2 · outbound

This paper cites Auditable and verifiable federated learning based on blockchain-enabled decentralization,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Auditable and verifiable federated learning based on blockchain-enabled decentralization,

Reference 32

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arxiv_id, observed 2026-07-10T04:06:44.562069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:d18836f5c77eb8ebe9db27d04ab57ab79611529e108fa1de4f4a4ef6c1d52e9b

Observation 9489b784-f87f-4506-b799-66fb54c75c19 · outbound

This paper cites Secure and efficient federated learning through layer- ing and sharding blockchain,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Secure and efficient federated learning through layer- ing and sharding blockchain,

Reference 33

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arxiv_id, observed 2026-07-10T04:06:44.587449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:af0162459bc95c9a85d08310bcbb7fa80d0a5bb3dd9b77714d32aa1f18f5bd51

Observation fabfe0bb-c482-4879-85e2-7444439d97b7 · outbound

This paper cites Toward on-device federated learning: A direct acyclic graph-based blockchain approach,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Toward on-device federated learning: A direct acyclic graph-based blockchain approach,

Reference 34

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verified exact
arxiv_id, observed 2026-07-10T04:06:44.589974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:6b9281142cdba6330a7885bd4cdc2451d55fa06115480a4ae02ab56253b9e583

Observation 2598f502-f508-44dc-93d9-d735ddfb09fe · outbound

This paper cites DAG-EnseFL: DAG-based asynchronous federated learning with ensemble distillation,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting DAG-EnseFL: DAG-based asynchronous federated learning with ensemble distillation,

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-10T04:06:44.582108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:2346a64895f7848c672bdaba4b27a856398069de53f25d065b85f085e5414a1e

Observation 1703be47-82c1-4115-8555-dd61cc698f19 · outbound

This paper cites A DAG-blockchain-assisted federated learning framework in wireless networks: Learning performance and throughput optimization schemes,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting A DAG-blockchain-assisted federated learning framework in wireless networks: Learning performance and throughput optimization schemes,

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-07-10T04:06:44.514207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:2e8d543b897111a26fbbaeafd7643b69700f91fefb2884e1d3f0352ea68ba368

Observation 08f262bf-9456-4ed4-add4-13b1ca94d630 · outbound

This paper cites IronForge: An open, secure, fair, decen- tralized federated learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting IronForge: An open, secure, fair, decen- tralized federated learning,

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-10T04:06:44.575765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:9cc68765d1867f3973dc7880c8a26ebeb4655b73b09ee26ae6b3bfbaabdc2f3e

Observation c70ea21d-e4f8-469f-9582-68c590dbbbda · outbound

This paper cites The Swirlds Hashgraph consensus algorithm: Fair, fast, Byzantine fault tolerance,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting The Swirlds Hashgraph consensus algorithm: Fair, fast, Byzantine fault tolerance,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.456110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:68d0b71f41245e8f323f709356a3aee350d084d7baab5a39dfb1c001375a13fe

Observation 4b5be6db-1c1c-405d-b4c4-30d0294f4d29 · outbound

This paper cites Practical Byzantine fault tolerance,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Practical Byzantine fault tolerance,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.458579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:9c0144e14d84e8100e67475af0f3defb032fc30aaf17c70430662d6fdec54fc5

Observation 2332f420-d24d-4322-96e0-6ad7b4b8eda9 · outbound

This paper cites FLTrust: Byzantine-robust federated learning via trust bootstrapping,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting FLTrust: Byzantine-robust federated learning via trust bootstrapping,

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-07-10T04:06:44.530132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:c2a8188c96a2b1bd59cf387c1fa5a7a1e9aaa6b2f1cbe7ebce579c046da1ea06

Observation 97a14d8f-db2f-4d28-80e9-ca910b48704c · outbound

This paper cites Zeno++: Robust fully asynchronous SGD,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Zeno++: Robust fully asynchronous SGD,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.460712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:3a769213589bdb6f9cb70a84f240f6ee6ef7d4da91331e722d34166aa7dfa675

Observation db56b19f-cd15-4def-831c-f433793cf871 · outbound

This paper cites Iglewicz and D.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Iglewicz and D

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.450985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:29460bf4518fb8540189f1bdefe6ff9f5fb539597ec7171ad649cc0235a49425

Observation f5caac95-5c81-4713-ae5f-55187836b760 · outbound

This paper cites Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median , journal =.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median , journal =

Reference 43

Resolution
verified exact
doi, observed 2026-07-10T04:06:44.584592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:a00030e4ab13144a0169018c3f1303458ba7e19c9f8b884e7f5afe26be5c72e7

Observation 799934a4-2fd5-426a-898c-4125956ce299 · outbound

This paper cites and Liusvaara, I.

Secure Decentralized Federated Learning via Gossip and Virtual Voting and Liusvaara, I

Reference 44

Resolution
metadata mismatch
doi, observed 2026-07-10T04:06:44.523146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:4aaf634b1197d422dfd963d789ff24c1fb54a7ef2c1af6e02bc6140dc17e2466

Observation e8defe3d-a163-4134-b184-014a764f763c · outbound

This paper cites High-speed high-security signatures,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting High-speed high-security signatures,

Reference 45

Resolution
malformed identifier
doi_truncated, observed 2026-07-10T04:06:44.572993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:6607538dc53a6e2730351ef8934722e6ac63c27a995b7eb63e723c100c6bc2da

Observation 20babb68-bdd6-4631-af6a-ac1a73e846e0 · outbound

This paper cites dagsim: Hashgraph simulator,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting dagsim: Hashgraph simulator,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.444791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:71dcec65890098d5ae65fa2aa50d3482c932188b4bf1168d14574b7dd4a9a17f

Observation 82e65d29-e4fb-4765-a304-1655624d44f1 · outbound

This paper cites JGraphT— A Java library for graph data structures and algorithms,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting JGraphT— A Java library for graph data structures and algorithms,

Reference 47

Resolution
verified exact
doi, observed 2026-07-10T04:06:44.558816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:de14a7302ab8a4cd747e1e4fd0163e4590ee528d526780753af154d1102be1a6

Observation 0cb1b9c1-b2db-4643-b3f8-663016ffaf10 · outbound

This paper cites Bouncy Castle Crypto APIs,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Bouncy Castle Crypto APIs,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.441106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:ce1971b0df95114f8baa641edf04b5f4d16fb7b413e8610c3eafdee981752dc0

Observation 2e134a13-0a66-441e-a8e4-84e23320fd82 · outbound

This paper cites PyTorch: An imperative style, high- performance deep learning library,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting PyTorch: An imperative style, high- performance deep learning library,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.439078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:bdc9b6d99c6fc9163f223dc49e53de44fbd8cc149f36cb03b5190b1e419f8151

Observation 774ab042-4426-4a70-a4cf-61ada326d109 · outbound

This paper cites Gupta, Neereja Sundaresan, Thomas Alexander, Christopher J.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Gupta, Neereja Sundaresan, Thomas Alexander, Christopher J

Reference 50

Resolution
malformed identifier
doi_truncated, observed 2026-07-10T04:06:44.604822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:8a21a0c4d4ae71f4738e295a99054f6441dd323bfdf8ae630fd150db7b2972a7

Observation 7933992c-b674-4f57-9534-66dc0a57b524 · outbound

This paper cites gRPC-Kotlin,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting gRPC-Kotlin,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.443156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:d7effc2088ffb04bca7c0b1625c5c40a8b40d37c9458a368e42a62a2d77d9ec2

Observation 191a7ec6-bf51-44f0-b1b5-3cd16810b475 · outbound

This paper cites grpcio: gRPC for Python,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting grpcio: gRPC for Python,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.446816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:37423383d7db99d1bd1dadc372ee475f427e5a40aeed2161ccdeb01d86faf411

Observation dde499a2-06e0-4a75-b0f2-69038a3314c4 · outbound

This paper cites Protocol Buffers documentation,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Protocol Buffers documentation,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.448425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:59c9cddcbc3a7434decb5929d031c25794fc1614b110b3667bca31ac3e5503c1

Observation f1f86a65-88a6-4ca6-9c6b-1cff05e222ce · outbound

This paper cites D., 2007, @doi [Computing in Science and Engineering] 10.1109/MCSE.2007.55 , 9, 90.

Secure Decentralized Federated Learning via Gossip and Virtual Voting D., 2007, @doi [Computing in Science and Engineering] 10.1109/MCSE.2007.55 , 9, 90

Reference 54

Resolution
metadata mismatch
doi, observed 2026-07-10T04:06:44.508859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T07:38:24.264546+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:544a5932e281b8ce0367d1c2d3aa5b258c329198801559fd21da079aab645bf3

Observation ec2f2ecc-c7a1-4e19-aa03-62ac283deb94 · outbound

This paper cites stochastic_gradient_push: PyTorch im- plementation of Stochastic Gradient Push,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting stochastic_gradient_push: PyTorch im- plementation of Stochastic Gradient Push,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.421755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:c23525d650e2685912f56be51294277bf39f8a4231cf38a898f39480c1a70b01

Observation 8946b588-7d60-4009-a9b4-6f5c7f479ea6 · outbound

This paper cites BLADE-FL: Blockchain Assisted Decentralized Federated Learning,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting BLADE-FL: Blockchain Assisted Decentralized Federated Learning,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.429115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:51928dfe573a966b61d466e516f882505d0e268d7d5185f2b0c558f2bbf9708f

Observation 856124cd-0883-4378-ae89-2c51383b22b5 · outbound

This paper cites Ganache,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Ganache,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.414295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:e84b78366f93fe74a5c428a686d8719e404a89ed5832314e24cd510d18c4cabd

Observation 5fb9dcae-5a0e-4bad-b1b3-896745a706bf · outbound

This paper cites ChainsFL: A blockchain-based federated learning implementation,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting ChainsFL: A blockchain-based federated learning implementation,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.433095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:face09bb6a18a66c91537c94585e44f50f8fac621edab61063e1457acb2b2e5a

Observation 067d03ec-fb55-4063-96cd-b06760bd35b8 · outbound

This paper cites The MNIST database of handwritten digits,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting The MNIST database of handwritten digits,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.437449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:a5189a32dab78d8ca71e771b935a3d8a78ba38db350dc68394cbea35167ffd4e

Observation 9255a284-37a3-4ffc-a06b-2178e8f4b408 · outbound

This paper cites IEEE Conference on Computer Vision and Pattern Recognition , pages=.

Secure Decentralized Federated Learning via Gossip and Virtual Voting IEEE Conference on Computer Vision and Pattern Recognition , pages=

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-07-10T04:06:44.505859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:53d42b4280e737684ed46dd2bf0764f99b6ab0ca9d31600d216f33afd776d65d

Observation 34ce500d-1942-4ecd-a794-07303fd47e43 · outbound

This paper cites Building a large annotated corpus of English: The Penn Treebank,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Building a large annotated corpus of English: The Penn Treebank,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.462816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:b2b1d9597edbafbd632abe0e6f4ed57b16c72d928b5703fd373f1aa72e275aff

Observation 2d3deb29-7a4c-42cb-ab12-c35be204180e · outbound

This paper cites Exploring network structure, dynamics, and function using NetworkX,.

Secure Decentralized Federated Learning via Gossip and Virtual Voting Exploring network structure, dynamics, and function using NetworkX,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T04:06:45.465511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-10T03:57:33.505451Z digest=sha256:50bf731a19af90f811b2f5b967d9ddd2872651b11c47ad80e909c9e4ec928a9c

Pith citing papers

No inbound Pith citation observations are available.