Paper Citation Record · LEDGER

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation

As of 4 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2606.06954.

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

pith.paper-citation-record.v1
2606.06954 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T21:27:02.463551Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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 exact1
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bcf902c5-b437-4b25-8512-06df235a2a84 · outbound

This paper cites Opportunistic UA V utilization in wireless networks: Motivations, ap- plications, and challenges,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Opportunistic UA V utilization in wireless networks: Motivations, ap- plications, and challenges,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 490e9729-01ac-4ad2-ac81-1e13ebd569b4 · outbound

This paper cites Integrated sensing, communication, and computation for low-altitude networks towards seamless connectivity and connected intelligence,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Integrated sensing, communication, and computation for low-altitude networks towards seamless connectivity and connected intelligence,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ab1af4e-9564-4581-a187-c2429e1b8b5c · outbound

This paper cites Prospective UA V-assisted positioning architecture and technologies for 6G network edge,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Prospective UA V-assisted positioning architecture and technologies for 6G network edge,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

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Unavailable: canonical work link unavailable.

Observation 5e2d406f-7e78-4a0e-b659-75588f776dd3 · outbound

This paper cites Relaying signal when monitoring traffic: Double use of aerial vehicles towards intelligent low-altitude networking,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Relaying signal when monitoring traffic: Double use of aerial vehicles towards intelligent low-altitude networking,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b2fac5-81f4-499b-a2ef-d2ed3fa18305 · outbound

This paper cites Multi-agent deep reinforcement learning for optimized multi-UA V coverage and power-efficient UE connectivity,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Multi-agent deep reinforcement learning for optimized multi-UA V coverage and power-efficient UE connectivity,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e067ca11-3980-4198-8b21-c9e5a7cad4aa · outbound

This paper cites Optimizing number, placement, and backhaul connectivity of multi-UA V networks,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Optimizing number, placement, and backhaul connectivity of multi-UA V networks,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca2a3895-e552-4255-bc85-836f30884158 · outbound

This paper cites Joint optimization of 3D placement and radio resource allocation for per-UA V sum rate maximization,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Joint optimization of 3D placement and radio resource allocation for per-UA V sum rate maximization,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 607cd2e3-a264-4b79-85f0-09262e875133 · outbound

This paper cites Deployment optimization of tethered drone-assisted integrated access and backhaul networks,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Deployment optimization of tethered drone-assisted integrated access and backhaul networks,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ad2af4-5038-4056-a673-9584f3e970c8 · outbound

This paper cites Deep-reinforcement-learning-based placement for integrated access backhauling in UA V-assisted wireless networks,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Deep-reinforcement-learning-based placement for integrated access backhauling in UA V-assisted wireless networks,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ade3b4a5-52a9-4f63-a0d4-55df76297b17 · outbound

This paper cites Dynamic multi-modal UA V control for optimized coverage and backhaul connectivity in spatially unstruc- tured and dispersed user environments,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Dynamic multi-modal UA V control for optimized coverage and backhaul connectivity in spatially unstruc- tured and dispersed user environments,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8ae5446-1584-4154-a247-360a1c640c93 · outbound

This paper cites Enabling integrated access and backhaul in dynamic aerial-terrestrial networks for coverage enhancement,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Enabling integrated access and backhaul in dynamic aerial-terrestrial networks for coverage enhancement,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

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Unavailable: canonical work link unavailable.

Observation ecae03dd-759f-472d-a843-c46c8fe2da13 · outbound

This paper cites Packet routing in dynamic multi-hop UA V relay network: A multi-agent learning approach,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Packet routing in dynamic multi-hop UA V relay network: A multi-agent learning approach,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c75d3df-2cad-4b08-be8d-747ed63e7d3b · outbound

This paper cites Learning to routing in UA V swarm network: A multi-agent reinforce- ment learning approach,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Learning to routing in UA V swarm network: A multi-agent reinforce- ment learning approach,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9cc6b64-bbce-4997-8179-b20b369fa399 · outbound

This paper cites Joint trajectory control, frequency allocation, and routing for UA V swarm networks: A multi-agent deep reinforcement learning approach,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Joint trajectory control, frequency allocation, and routing for UA V swarm networks: A multi-agent deep reinforcement learning approach,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc23bfb6-419f-4886-b3fc-992186a3541f · outbound

This paper cites Transfer to sky: Unveil low-altitude route-level radio maps via ground crowdsourced data,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Transfer to sky: Unveil low-altitude route-level radio maps via ground crowdsourced data,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

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Unavailable: canonical work link unavailable.

Observation e660989d-36a7-41e0-8743-362cf980cddb · outbound

This paper cites FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-07-02T19:37:19.272371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 36be9615-84f6-48e8-9135-cc4359e05f57 · outbound

This paper cites Derivative-free placement optimization for multi-UA V wireless networks with channel knowledge map,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Derivative-free placement optimization for multi-UA V wireless networks with channel knowledge map,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc1d060-e1a2-492c-afd4-dcaa45837111 · outbound

This paper cites Radio map-assisted approach for interference- aware predictive UA V communications,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Radio map-assisted approach for interference- aware predictive UA V communications,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a4d9ab9-f51a-4707-b896-ad9bbee3c59a · outbound

This paper cites Radio map-assisted routing and predictive resource allocation over dynamic low-altitude networks,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Radio map-assisted routing and predictive resource allocation over dynamic low-altitude networks,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be1cb37-44f6-472f-989c-cffd7e652e79 · outbound

This paper cites Co-optimizing performance and fairness using weighted PF scheduling and IAB-aware flow control,.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Co-optimizing performance and fairness using weighted PF scheduling and IAB-aware flow control,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

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Unavailable: canonical work link unavailable.

Observation 73ecca5d-93a8-478b-9c39-ad275f45a1f9 · outbound

This paper cites Hoydis, S.

Learn to Access and Backhaul the Sky: Multi-Scale Radio Map Guided Multi-UAV Cooperation Hoydis, S

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T21:27:02.463551Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.