Paper Citation Record · LEDGER

Fluid Democracy in Federated Data Aggregation

As of 20 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2507.02710.

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

pith.paper-citation-record.v1
2507.02710 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:37:48.828780Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

21 of 21 outbound references displayed

verified exact4
verified fuzzy9
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2d82c055-7056-41ad-b20b-6fd573060731 · outbound

This paper cites write newline.

Fluid Democracy in Federated Data Aggregation write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:37:47.086833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7461f91-334a-4208-b699-cd3134fcce80 · outbound

This paper cites Optimizing viscous democracy.

Fluid Democracy in Federated Data Aggregation Optimizing viscous democracy

Reference 2

Resolution: verified exact; doi, observed 2026-08-06T20:37:49.688947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 864ea401-c700-4f7d-ab2c-7b063f47ff0d · outbound

This paper cites Tracking Truth with Liquid Democracy.

Fluid Democracy in Federated Data Aggregation Tracking Truth with Liquid Democracy

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T20:37:50.201928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a251b97d-c4ad-4291-b897-f367e858d2d4 · outbound

This paper cites an unresolved cited work.

Fluid Democracy in Federated Data Aggregation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:37:47.259000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6607203-ae64-4910-b91b-d86cc31f1222 · outbound

This paper cites M., Guerraoui, R., and Stainer, J.

Fluid Democracy in Federated Data Aggregation M., Guerraoui, R., and Stainer, J

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:52.075143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 698adc3a-8632-4496-9778-04344ef4926d · outbound

This paper cites Viscous democracy for social networks.

Fluid Democracy in Federated Data Aggregation Viscous democracy for social networks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:37:47.388033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fa454e2-0f20-49a7-a4f0-acde1b8b3497 · outbound

This paper cites FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping.

Fluid Democracy in Federated Data Aggregation FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:37:47.504017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18fda7bc-262b-4948-9d3d-a515373df009 · outbound

This paper cites DRACO : B yzantine-resilient distributed training via redundant gradients.

Fluid Democracy in Federated Data Aggregation DRACO : B yzantine-resilient distributed training via redundant gradients

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:51.868876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8e0cd2b7-e749-4504-bc8c-7d045b8c0878 · outbound

This paper cites an unresolved cited work.

Fluid Democracy in Federated Data Aggregation Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-06T20:37:49.493952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9003067a-1392-41aa-83a8-322341478cb3 · outbound

This paper cites Liquid democracy: An algorithmic perspective.

Fluid Democracy in Federated Data Aggregation Liquid democracy: An algorithmic perspective

Reference 10

Resolution: verified exact; doi, observed 2026-08-06T20:37:49.350547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 79b383c2-725f-412a-a574-5c59a4f41d60 · outbound

This paper cites and Ramamoorthy, A.

Fluid Democracy in Federated Data Aggregation and Ramamoorthy, A

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:51.651929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 67c59dda-4326-4303-ae6c-f87a7e3ef3fb · outbound

This paper cites An experimental study of byzantine-robust aggregation schemes in federated learning.

Fluid Democracy in Federated Data Aggregation An experimental study of byzantine-robust aggregation schemes in federated learning

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:51.471705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c0b76aab-da0c-4e55-aaf2-5d52959cb4e6 · outbound

This paper cites Fedvoting: A cross-silo boosting tree construction method for privacy-preserving long-term human mobility prediction.

Fluid Democracy in Federated Data Aggregation Fedvoting: A cross-silo boosting tree construction method for privacy-preserving long-term human mobility prediction

Reference 13

Resolution: verified exact; doi, observed 2026-08-06T20:37:49.111630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bfe54de4-9e45-455e-9a7a-5a1285048b61 · outbound

This paper cites an unresolved cited work.

Fluid Democracy in Federated Data Aggregation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:37:51.336793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 27399619-3d7f-4f53-beb8-2f9a9136c02d · outbound

This paper cites an unresolved cited work.

Fluid Democracy in Federated Data Aggregation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:37:51.224311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e36ba5f0-36fc-4391-998e-8d05607ed9c7 · outbound

This paper cites M., and Harchaoui, Z.

Fluid Democracy in Federated Data Aggregation M., and Harchaoui, Z

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:37:48.380976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ffcdd17-dc14-43f4-b81c-c9ce70356cd0 · outbound

This paper cites Detox: A redundancy-based framework for faster and more robust gradient aggregation.

Fluid Democracy in Federated Data Aggregation Detox: A redundancy-based framework for faster and more robust gradient aggregation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:51.083323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 07b531ff-4a09-42ae-8af5-a001f908b2d6 · outbound

This paper cites Election coding for distributed learning: Protecting signsgd against byzantine attacks.

Fluid Democracy in Federated Data Aggregation Election coding for distributed learning: Protecting signsgd against byzantine attacks

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:50.936650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f46a791-29d0-4e21-a688-803be895a962 · outbound

This paper cites Zeno: Robust and communication-efficient federated learning with stragglers.

Fluid Democracy in Federated Data Aggregation Zeno: Robust and communication-efficient federated learning with stragglers

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:50.777896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation de771065-f266-4f7e-8e09-18c5d9f2e9b7 · outbound

This paper cites B yzantine-robust distributed learning: Towards optimal statistical rates.

Fluid Democracy in Federated Data Aggregation B yzantine-robust distributed learning: Towards optimal statistical rates

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:50.611061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 77bafaaa-88d7-45db-8fb9-103d7e7f0b0f · outbound

This paper cites Fedvote: A voting-based federated learning aggregation method.

Fluid Democracy in Federated Data Aggregation Fedvote: A voting-based federated learning aggregation method

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:37:50.378922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.