Paper Citation Record · LEDGER

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning

As of 17 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2501.19279.

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

pith.paper-citation-record.v1
2501.19279 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T20:46:11.339473Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

18 of 18 outbound references displayed

verified exact4
verified fuzzy11
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b4cae62e-f66a-42a2-86ca-3d3bfdd86ab9 · outbound

This paper cites Find Your Friends: Personalized Federated Learning with the Right Collaborators.

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-09T20:46:11.483694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7985ebe4-38db-4f6d-9059-f5995d787a13 · outbound

This paper cites Decentralized personalized federated learning: Lower bounds and optimal algorithm for all per- sonalization modes,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Decentralized personalized federated learning: Lower bounds and optimal algorithm for all per- sonalization modes,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.747103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f3c08c16-9e59-4fb8-8625-447ff59ce37a · outbound

This paper cites Decentralized Personalized Federated Learning.

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T20:46:11.257348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb5a0ea8-0709-4974-a29d-64ff7d4e3b78 · outbound

This paper cites Decentralized Personalized Federated Learning based on a Conditional Sparse-to-Sparser Scheme.

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-09T20:46:11.439024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a8b6970d-5bb3-4291-a1a4-7167da8a8d93 · outbound

This paper cites Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning.

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-09T20:46:11.415792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fec33f6f-8028-47ac-8476-5007776bc836 · outbound

This paper cites A review of ap- plications in federated learning,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning A review of ap- plications in federated learning,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T20:46:11.274256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19e9eaff-5d17-43c4-b4d3-7621c8c24f6e · outbound

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

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Advances and open problems in federated learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.711602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8dc454b9-a0ac-4f85-a895-a1b82a241c26 · outbound

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

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.691344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 66c4e318-cfdd-4f56-b52d-01d3acf4d03f · outbound

This paper cites The non-iid data quagmire of decentralized ma- chine learning,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning The non-iid data quagmire of decentralized ma- chine learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.672722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 567182a1-e0fe-41c4-8bb4-f9d1e84c9470 · outbound

This paper cites Decentralized feder- ated learning: Balancing communication and computing costs,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Decentralized feder- ated learning: Balancing communication and computing costs,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.649924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4123e771-9804-4dc9-b4ea-718b8096fc2e · outbound

This paper cites Dart: A solution for decentralized federated learning model robustness analysis,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Dart: A solution for decentralized federated learning model robustness analysis,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.625992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0b06e7e1-b944-4423-b73d-c1ea86129018 · outbound

This paper cites ProFe: Communication-Efficient Decentralized Federated Learning via Distillation and Prototypes.

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-09T20:46:11.388759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3340190a-61d6-4fa9-aaa1-656bd4f2d4f4 · outbound

This paper cites Client selection in federated learning: Principles, challenges, and opportunities,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Client selection in federated learning: Principles, challenges, and opportunities,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T20:46:11.312465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fade557-84ef-4125-a824-0864a6528101 · outbound

This paper cites Adaptive client clustering for efficient federated learning over non- iid and imbalanced data,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Adaptive client clustering for efficient federated learning over non- iid and imbalanced data,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.583996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e661618a-5ef0-4f3a-937a-70a241dce11e · outbound

This paper cites A compre- hensive survey on client selections in federated learning,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning A compre- hensive survey on client selections in federated learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.564662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65571cb2-3410-457d-ab8d-413c5577b847 · outbound

This paper cites A comprehensive survey on client selection strategies in federated learning,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning A comprehensive survey on client selection strategies in federated learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.546213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 58894d46-978d-4ae2-9c5f-3c6c041f2486 · outbound

This paper cites Fedstellar: A platform for decentralized federated learning,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Fedstellar: A platform for decentralized federated learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.526217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a0c2ac66-0ee0-4b4f-a086-99507cc5ac76 · outbound

This paper cites Design and implementation of environmental sustainability module for decentralized federated learning,.

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning Design and implementation of environmental sustainability module for decentralized federated learning,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:46:11.504452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.