Paper Citation Record · LEDGER

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations

As of 12 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2608.09687.

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

pith.paper-citation-record.v1
2608.09687 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:46:47.608281Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

27 of 27 outbound references displayed

verified exact1
verified fuzzy22
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c38ded8c-8067-4536-8921-84f279bb1b2d · outbound

This paper cites Satellite communications in the new space era: A survey and future challenges,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Satellite communications in the new space era: A survey and future challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.220732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6e773416-177f-4296-98c1-386341d0a025 · outbound

This paper cites A technical comparison of three low earth orbit satellite constellation systems to provide global broadband,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations A technical comparison of three low earth orbit satellite constellation systems to provide global broadband,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T12:46:47.429963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 003fd6be-ae01-4be3-826f-8f65fe5ad8e5 · outbound

This paper cites CloudScout: A deep neural network for on- board cloud detection on hyperspectral images,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations CloudScout: A deep neural network for on- board cloud detection on hyperspectral images,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.188805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1e6a4379-c144-4eec-b073-b12bcbe25cea · outbound

This paper cites Towards global flood mapping onboard low cost satellites with machine learning,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Towards global flood mapping onboard low cost satellites with machine learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.167690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1c812ee1-0a99-4bd7-9164-19492808ee87 · outbound

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

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Communication-efficient learning of deep networks from decentralized data,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.150100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 62835310-651d-415a-80ad-fe06b20e3986 · outbound

This paper cites Federated learning in satellite constellations,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Federated learning in satellite constellations,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.132990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 84e082f8-2e3b-4a33-a681-836b3273b2be · outbound

This paper cites LEO small-satellite constellations for 5G and beyond-5G communications,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations LEO small-satellite constellations for 5G and beyond-5G communications,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.119143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa306f61-e4f5-4fc0-9fe0-87dd0db98603 · outbound

This paper cites Ground- assisted federated learning in LEO satellite constellations,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Ground- assisted federated learning in LEO satellite constellations,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.104393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 241c7b72-5c97-4282-8259-3ed93cd8a3a0 · outbound

This paper cites Federated learning on non-IID data silos: An experimental study,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Federated learning on non-IID data silos: An experimental study,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.089151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c8ed3a50-a662-42db-a87f-41f793928b97 · outbound

This paper cites Federated optimization in heterogeneous networks,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Federated optimization in heterogeneous networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.072910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 950e4a1c-63cd-4ee9-9bf6-e3b0cde55c98 · outbound

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

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations SCAFFOLD: Stochastic controlled averaging for federated learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.056657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8a9b9467-1a4c-4f71-979d-a94208d3d33b · outbound

This paper cites Tackling the objective inconsistency problem in heterogeneous federated optimization,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Tackling the objective inconsistency problem in heterogeneous federated optimization,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:48.021650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 87640052-f0e5-4693-8618-0de3907fa1b2 · outbound

This paper cites Ditto: Fair and robust federated learning through personalization,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Ditto: Fair and robust federated learning through personalization,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.995950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b47842f6-7f77-4ed5-b601-3f3d92da6414 · outbound

This paper cites Adaptive Personalized Federated Learning.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Adaptive Personalized Federated Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T12:46:47.509144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a991f73-0d6b-4033-96ef-2055c225008d · outbound

This paper cites Personalized federated learning with moreau envelopes,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Personalized federated learning with moreau envelopes,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.978926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c553449a-1c02-462d-a0fc-13d6abac5888 · outbound

This paper cites Personalized federated learning with theoretical guarantees: A model-agnostic meta- learning approach,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Personalized federated learning with theoretical guarantees: A model-agnostic meta- learning approach,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.961699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a95a535a-b74c-4a90-979d-d9a3cd818e6b · outbound

This paper cites Exploiting shared representations for personalized federated learning,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Exploiting shared representations for personalized federated learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.932152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2f6ca8b5-53aa-4855-8d0d-003750a40022 · outbound

This paper cites FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T12:46:47.540166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0daa7d8-d118-4967-9305-22b7ffc0044a · outbound

This paper cites FedHAP: Fast federated learning for LEO constellations using collaborative HAPs,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations FedHAP: Fast federated learning for LEO constellations using collaborative HAPs,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.895513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 701941d0-52df-4be0-890b-1ffd020f887c · outbound

This paper cites AsyncFLEO: Asynchronous federated learning for LEO satellite constellations with high- altitude platforms,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations AsyncFLEO: Asynchronous federated learning for LEO satellite constellations with high- altitude platforms,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.863649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0474d8ee-4338-420e-960d-17c6d8311207 · outbound

This paper cites FedLEO: An offloading-assisted decentralized federated learning framework for low earth orbit satellite networks,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations FedLEO: An offloading-assisted decentralized federated learning framework for low earth orbit satellite networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.843705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dbcc82b8-b28b-4495-85d5-ac223cd980c1 · outbound

This paper cites Asynchronous federated learning via over-the-air computation in LEO satellite networks,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Asynchronous federated learning via over-the-air computation in LEO satellite networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.825157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1b058653-762b-49b6-84a9-bc9e0a441af0 · outbound

This paper cites FedSN: A federated learning framework over heterogeneous LEO satellite networks,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations FedSN: A federated learning framework over heterogeneous LEO satellite networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.802449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4a3c5875-33e4-4904-abd7-be1bd64aefcb · outbound

This paper cites ALANINE: A Novel Decentralized Personalized Federated Learning For Heterogeneous LEO Satellite Constellation.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations ALANINE: A Novel Decentralized Personalized Federated Learning For Heterogeneous LEO Satellite Constellation

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-11T12:46:47.674694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e0b06b4-8816-42ce-b462-2fe62e40dd8a · outbound

This paper cites EuroSAT: A novel dataset and deep learning benchmark for land use and land cover classification,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations EuroSAT: A novel dataset and deep learning benchmark for land use and land cover classification,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T12:46:47.594984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbf995f5-3119-4d43-b515-ae834ad7e775 · outbound

This paper cites So2Sat LCZ42: A benchmark data set for the classification of global local climate zones,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations So2Sat LCZ42: A benchmark data set for the classification of global local climate zones,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.761765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 85cf3c60-efcd-44be-bae8-bb559f2db5bc · outbound

This paper cites Remote sensing image scene classification: Benchmark and state of the art,.

FedOrbit: Adaptive Personalized Federated Learning for Non-IID LEO Satellite Constellations Remote sensing image scene classification: Benchmark and state of the art,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:46:47.743170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.