Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T23:25:36.270255Z
Paper Citation Record · LEDGER
SatFlow: Scalable Network Planning for LEO Mega-Constellations
As of 11 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2412.20475.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
45 of 45 outbound references displayed
- verified exact0
- verified fuzzy45
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e6ee7882-f3ea-4f08-bf3f-9a0a9fcfa388 · outbound
This paper cites Starlink.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Starlink
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.967896Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c3922a52-1fb7-4bd1-9f88-8f10f98ba541 · outbound
This paper cites Available: https://www.aboutamazon.com/what-we- do/devices-services/project-kuiper.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Available: https://www.aboutamazon.com/what-we- do/devices-services/project-kuiper
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.952128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 95776aba-562c-4133-8aab-79aa3206e8cf · outbound
This paper cites Eutelsat oneweb.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Eutelsat oneweb
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.937848Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0c4aaee5-6e36-4dd6-9528-32456a699bc1 · outbound
This paper cites Deepisl: Joint optimization of LEO inter-satellite link planning and power allocation via parameterized deep reinforcement learning,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Deepisl: Joint optimization of LEO inter-satellite link planning and power allocation via parameterized deep reinforcement learning,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.923229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 55d2e8d4-ffbf-4933-b331-f307cb841f21 · outbound
This paper cites Collaborative hyperspectral image processing using satellite edge computing,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Collaborative hyperspectral image processing using satellite edge computing,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.907838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 64a64783-6bc8-4910-8f82-c721dbc7c778 · outbound
This paper cites Orbital edge computing: Nanosatellite constel- lations as a new class of computer system,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Orbital edge computing: Nanosatellite constel- lations as a new class of computer system,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.893145Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 869b5e3c-e8a0-488b-ac1a-a0a95ca716c0 · outbound
This paper cites Multipath cooperative routing with efficient acknowledgement for LEO satellite networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Multipath cooperative routing with efficient acknowledgement for LEO satellite networks,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.878392Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dd06b7ad-94b6-40c7-8585-ca502d3280cf · outbound
This paper cites Where is internet traffic?.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Where is internet traffic?
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.863316Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4297fe71-daa5-4824-97a6-70e9890d4339 · outbound
This paper cites In the united states, what day of the week has the most social media traffic?.
SatFlow: Scalable Network Planning for LEO Mega-Constellations In the united states, what day of the week has the most social media traffic?
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.849060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 57552cd7-c274-4455-9709-2fe57f98a7f9 · outbound
This paper cites Topological design, routing and handover in satellite networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Topological design, routing and handover in satellite networks,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.834367Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f2de5bce-c43c-4c64-9cee-9ce585bc2f37 · outbound
This paper cites Network planning with deep reinforcement learning,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Network planning with deep reinforcement learning,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.820048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b9b78445-e581-4276-8f38-8c2e8c0f071c · outbound
This paper cites The alternating step method for monotropic programming on the connection machine cm-2,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations The alternating step method for monotropic programming on the connection machine cm-2,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.805325Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4160a560-b595-4306-a723-9fa198e0df7e · outbound
This paper cites Falcon: Towards fast and scalable data delivery for emerging earth observation constellations,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Falcon: Towards fast and scalable data delivery for emerging earth observation constellations,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.790664Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 570e9051-af5a-4f0b-bd9a-a292af924725 · outbound
This paper cites Satcp: Link-layer informed TCP adaptation for highly dynamic LEO satellite networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Satcp: Link-layer informed TCP adaptation for highly dynamic LEO satellite networks,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.775787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ded19001-02bb-4b6b-a096-6efa7e7d2a3f · outbound
This paper cites Delay is not an option: Low latency routing in space,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Delay is not an option: Low latency routing in space,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.760839Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a3b0e3e7-999e-480e-a4e1-35db43cc13ac · outbound
This paper cites All-encompassing guide on video bitrate.
SatFlow: Scalable Network Planning for LEO Mega-Constellations All-encompassing guide on video bitrate
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.745089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation be0e0985-ba02-488f-9cf0-9edbf037b809 · outbound
This paper cites Continuous-time link prediction via temporal dependent graph neural network,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Continuous-time link prediction via temporal dependent graph neural network,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.729468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 006fa6d4-ae33-41af-a25b-fd6ad8905459 · outbound
This paper cites Capacity-efficient and uncertainty- resilient backbone network planning with hose,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Capacity-efficient and uncertainty- resilient backbone network planning with hose,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.714871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 66389dcc-ddf2-4ac5-9578-ac3ab30fb721 · outbound
This paper cites Cooperatively constructing cost-effective content distribution networks upon emerging low earth orbit satellites and clouds,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Cooperatively constructing cost-effective content distribution networks upon emerging low earth orbit satellites and clouds,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.699720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bd5c3bfb-ee96-43d8-a522-f98b6cdd5c95 · outbound
This paper cites Spacertc: Unleashing the low-latency potential of mega-constellations for real-time commu- nications,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Spacertc: Unleashing the low-latency potential of mega-constellations for real-time commu- nications,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.685784Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7f125d7f-1599-49ba-ae06-b6dfa9b311a3 · outbound
This paper cites Laser communication in space.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Laser communication in space
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.670986Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ff037575-18c7-438f-ba97-7e2507a1f814 · outbound
This paper cites Dynamic planning of inter-plane inter-satellite links in LEO satellite networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Dynamic planning of inter-plane inter-satellite links in LEO satellite networks,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.656376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 48b21c83-b8fe-4e37-aa05-35f76560e68b · outbound
This paper cites Extended monotropic programming and duality,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Extended monotropic programming and duality,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.641350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b6061881-ffb0-4e90-84a1-179ef8467720 · outbound
This paper cites Efficient placement of edge computing devices for vehicular applications in smart cities,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Efficient placement of edge computing devices for vehicular applications in smart cities,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.626232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3a172ceb-d91d-4e6d-9ef9-017da849a628 · outbound
This paper cites Achieving resilient and performance-guaranteed routing in space- terrestrial integrated networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Achieving resilient and performance-guaranteed routing in space- terrestrial integrated networks,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.611551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2293b616-8d45-423e-9b98-b46cc77cd111 · outbound
This paper cites Youtube dataset on mobile streaming for internet traffic modeling and streaming analysis,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Youtube dataset on mobile streaming for internet traffic modeling and streaming analysis,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.596627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b0e54821-5f49-46e7-8a5c-ed519f75eaea · outbound
This paper cites Minimization of functions having lipschitz continuous first partial derivatives,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Minimization of functions having lipschitz continuous first partial derivatives,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.582793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 21228afd-c47c-47f0-bb89-b8ff172f5662 · outbound
This paper cites Low-latency live video streaming over a low-earth- orbit satellite network with DASH,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Low-latency live video streaming over a low-earth- orbit satellite network with DASH,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.568368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 156652f5-fe99-4198-a522-84f30ab2aa09 · outbound
This paper cites Qos topology control in ad hoc wireless networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Qos topology control in ad hoc wireless networks,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.554203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 21b9089c-8634-402d-8f97-b72f7a0b20cf · outbound
This paper cites A performance study of splittable and unsplittable traffic allocation in wireless sensor networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations A performance study of splittable and unsplittable traffic allocation in wireless sensor networks,
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.539958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 47b1078b-01b5-415e-a8ad-951ef611159f · outbound
This paper cites The trusted source for ip address data.
SatFlow: Scalable Network Planning for LEO Mega-Constellations The trusted source for ip address data
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.525796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 018964ee-ac2c-44a7-813e-c6097a06e5cd · outbound
This paper cites Locations of google data centers.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Locations of google data centers
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.511289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 81edbf80-ca43-475e-bb6b-992f3ec73cf3 · outbound
This paper cites Cell planning for het- erogeneous networks: An approximation algorithm,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Cell planning for het- erogeneous networks: An approximation algorithm,
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.496546Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation af05c6be-7ce8-4095-afca-4dc63ab09d40 · outbound
This paper cites Aggregation points planning for software- defined network based smart grid communications,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Aggregation points planning for software- defined network based smart grid communications,
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.481578Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation adef0051-954a-4a42-8ac2-8988ed41109b · outbound
This paper cites Inter-networking and function optimization for mega-constellations,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Inter-networking and function optimization for mega-constellations,
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.466808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 657f6b37-c7b8-4aa4-972a-27ec3f7fda70 · outbound
This paper cites LINE: large- scale information network embedding,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations LINE: large- scale information network embedding,
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.451638Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f0d576e4-868d-442a-aa8c-32bfb642bd62 · outbound
This paper cites A distributed routing algorithm for datagram traffic in leo satellite networks,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations A distributed routing algorithm for datagram traffic in leo satellite networks,
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.436591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1eeb76ee-94e6-4b79-aac8-d2191ed1a96c · outbound
This paper cites Inter-plane inter-satellite connectivity in dense LEO constellations,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Inter-plane inter-satellite connectivity in dense LEO constellations,
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.421174Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0e560cea-281b-4798-b11f-d7460429a72e · outbound
This paper cites Connectivity analysis of mega-constellation satellite networks with optical intersatellite links,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Connectivity analysis of mega-constellation satellite networks with optical intersatellite links,
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.405137Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c505434f-a3ef-42e4-bf93-5ed7a88e5cea · outbound
This paper cites Free space path loss: details & calculator.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Free space path loss: details & calculator
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.388980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 651bd953-bb97-47f6-80d6-4ac44e6fea8f · outbound
This paper cites Pyephem.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Pyephem
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.372184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7218ce78-b65b-42aa-8f45-b7aa5fe7d598 · outbound
This paper cites Analysis of a flow problem with fixed charges,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Analysis of a flow problem with fixed charges,
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.355739Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6d026230-34f7-405b-9158-28cceb31f391 · outbound
This paper cites Space network users’ guide (snug) revision 10,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Space network users’ guide (snug) revision 10,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.340169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9ed342bf-f831-4084-86d3-cd1fc5ae9414 · outbound
This paper cites K-band frequency: Advantages and applications.
SatFlow: Scalable Network Planning for LEO Mega-Constellations K-band frequency: Advantages and applications
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.324944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0294c071-0fd1-4642-9453-9bff8f9c37ca · outbound
This paper cites Environmental conditions for space flight hard- ware – a survey,.
SatFlow: Scalable Network Planning for LEO Mega-Constellations Environmental conditions for space flight hard- ware – a survey,
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T23:25:36.308687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
No inbound Pith citation observations are available.