Paper Citation Record · LEDGER

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy

As of 11 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2501.10463.

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

pith.paper-citation-record.v1
2501.10463 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:23:25.238100Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

20 of 20 outbound references displayed

verified exact0
verified fuzzy12
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ac3c0ade-8e47-4458-aa6d-4e2c3f8667ab · outbound

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

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Communication-efficient learning of deep networks from decentralized data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.964372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 12ce54ab-0a35-4e2d-a6dd-56373c0869d5 · outbound

This paper cites Decentralized learning works: An empirical comparison of gossip learning and federated learning,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Decentralized learning works: An empirical comparison of gossip learning and federated learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.785255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ffab808f-3396-47a7-a4f5-1fd05568b3df · outbound

This paper cites Flower: A Friendly Federated Learning Research Framework.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Flower: A Friendly Federated Learning Research Framework

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:24.854615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 682f5c6c-ef95-4f8d-8165-003317640ee5 · outbound

This paper cites Survey of network intrusion detection methods from the perspective of the knowledge discovery in databases process,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Survey of network intrusion detection methods from the perspective of the knowledge discovery in databases process,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.723692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b4355be-6759-4b23-bbc5-9438bcb2df29 · outbound

This paper cites A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:24.931287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ad736c0-30c7-4b2d-86e7-490d87f33999 · outbound

This paper cites Calibrating noise to sensitivity in private data analysis,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Calibrating noise to sensitivity in private data analysis,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:24.937863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daee1969-519d-47ab-bf3f-36048211d8dd · outbound

This paper cites Deep Anomaly Detection for Time-Series Data in Industrial IoT: A Communication-Efficient On-Device Federated Learning Approach,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Deep Anomaly Detection for Time-Series Data in Industrial IoT: A Communication-Efficient On-Device Federated Learning Approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.694866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4d889f50-a6a2-4b1a-9b37-3626249b6fcd · outbound

This paper cites Gossip learning with linear models on fully distributed data,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Gossip learning with linear models on fully distributed data,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.679295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 71602815-a077-4ac5-a353-f48def5db2f3 · outbound

This paper cites Decentralized Federated Learning: A Survey and Perspective.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Decentralized Federated Learning: A Survey and Perspective

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:24.952158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4326ec8b-6c36-4f26-a9d0-d151e1e3f99a · outbound

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

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.625641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 177e94d6-52c3-4162-9140-c4af3930bcd9 · outbound

This paper cites BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:24.961708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e5d418b-ebf1-459d-aaf8-2699f04577ff · outbound

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

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Fedstellar: A platform for decentralized federated learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.497472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4095793-2847-4cdc-97f4-52e50319ebd8 · outbound

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

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Communication-efficient de- sign for quantized decentralized federated learning,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.484105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4b8e8527-8995-45eb-90da-9857d7f59be3 · outbound

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

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Gossipfl: A decentralized federated learning framework with sparsified and adaptive communication,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.468504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b906ae08-0b90-42b5-bccf-a043de1eeb70 · outbound

This paper cites An asynchronous federated learning focusing on updated models for decentralized systems with a practical framework,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy An asynchronous federated learning focusing on updated models for decentralized systems with a practical framework,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.452572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c2fbc9cf-9a07-4d93-9493-1cf4662de7e6 · outbound

This paper cites MNIST handwritten digit database,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy MNIST handwritten digit database,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:25.054033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed8fe91c-f42c-4978-bc93-7b51af3a05d7 · outbound

This paper cites Cifar-10 (canadian institute for advanced research).

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Cifar-10 (canadian institute for advanced research)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:25.118065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebfde726-37cb-445d-bd8d-f8a49515a860 · outbound

This paper cites Gradient-based learning applied to document recognition,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Gradient-based learning applied to document recognition,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T20:23:25.152279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc529f3-e90f-4ed4-b35e-c9ae978cfc88 · outbound

This paper cites Clustered federated learning based on client’s prototypes,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy Clustered federated learning based on client’s prototypes,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.409137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1d9150c2-8655-4d63-84a7-dbfbd082c439 · outbound

This paper cites A survey on quantization methods for optimization of deep neural networks,.

GLow -- A Novel, Flower-Based Simulated Gossip Learning Strategy A survey on quantization methods for optimization of deep neural networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:23:25.388017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.