Paper Citation Record · LEDGER

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning

As of 10 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2507.09094.

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

pith.paper-citation-record.v1
2507.09094 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:15:16.688087Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:34:41.666645Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy34
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 710e9e24-701b-45e5-9796-663a3fff9da1 · outbound

This paper cites A tutorial on UA Vs for wireless networks: Applications, challenges, and open problems,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning A tutorial on UA Vs for wireless networks: Applications, challenges, and open problems,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:21.598535Z

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 b1c5810b-ad13-4853-90c4-df0d106d64e2 · outbound

This paper cites A reinforcement learning approach for wildfire tracking with UA V swarms,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning A reinforcement learning approach for wildfire tracking with UA V swarms,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:21.525643Z

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 ec80aed2-64b0-424e-bf0e-6ab45775e145 · outbound

This paper cites A survey on millimeter-wave beamforming enabled UA V communications and networking,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning A survey on millimeter-wave beamforming enabled UA V communications and networking,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:21.398350Z

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 9e0a9297-d8d5-4597-a815-240f9f0676a7 · outbound

This paper cites 6G wireless channel measurements and models: Trends and challenges,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning 6G wireless channel measurements and models: Trends and challenges,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:21.296193Z

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 b94fa4ca-936f-46bf-a32d-8728ea712103 · outbound

This paper cites Joint 3-D deployment and resource allocation for UA V-assisted integrated communication and localization,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Joint 3-D deployment and resource allocation for UA V-assisted integrated communication and localization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:21.106322Z

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 df27069a-f6b0-41df-996d-55c4a67023bd · outbound

This paper cites Deployment optimization of dual- functional UA Vs for integrated localization and communication,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Deployment optimization of dual- functional UA Vs for integrated localization and communication,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:21.078110Z

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 b761ed83-1c44-41d3-a5d3-35b68b74612a · outbound

This paper cites An experimental evaluation of radio models for localizing fixed-wing UA Vs in rural environments,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning An experimental evaluation of radio models for localizing fixed-wing UA Vs in rural environments,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:20.990369Z

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 0f83371e-bf4d-4204-9606-1182952afd42 · outbound

This paper cites Collaborative reinforcement learning based unmanned aerial vehicle (UA V) trajectory design for 3D UA V tracking,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Collaborative reinforcement learning based unmanned aerial vehicle (UA V) trajectory design for 3D UA V tracking,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:20.808723Z

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 e56bcddd-7741-4619-8cf5-a74588af0135 · outbound

This paper cites A vehicle-mounted radar- vision system for precisely positioning clustering UA Vs,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning A vehicle-mounted radar- vision system for precisely positioning clustering UA Vs,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:20.631509Z

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 f4fa3b0d-f501-43ed-a9e2-0eee72b60efb · outbound

This paper cites Fang-based 3D TDOA localization method for large-scale UA V cluster,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Fang-based 3D TDOA localization method for large-scale UA V cluster,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:20.468051Z

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 7c2166b3-3c88-448b-8981-3d88100aacf9 · outbound

This paper cites 2D- DOA estimation auxiliary localization of anonymous UA V using EMVS- MIMO radar,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning 2D- DOA estimation auxiliary localization of anonymous UA V using EMVS- MIMO radar,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:20.336470Z

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 e9c57a10-75b1-4641-ac89-4bacffb776e5 · outbound

This paper cites Resonant-beam- enabled relative localization for UA V swarm,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Resonant-beam- enabled relative localization for UA V swarm,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:20.171474Z

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 ff0e3d99-a6c4-4104-9098-f78ff01e8997 · outbound

This paper cites AI- empowered fluid antenna systems: Opportunities, challenges, and future directions,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning AI- empowered fluid antenna systems: Opportunities, challenges, and future directions,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.958428Z

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 b560fce8-71ae-462a-b92a-b7779567a36f · outbound

This paper cites A tutorial on fluid antenna system for 6G networks: Encompassing communication theory, optimization methods and hardware designs,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning A tutorial on fluid antenna system for 6G networks: Encompassing communication theory, optimization methods and hardware designs,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.826880Z

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 efe5b4b1-2cc1-466d-807e-f8a53c44a1e3 · outbound

This paper cites Shifting the ISAC trade-off with fluid antenna systems,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Shifting the ISAC trade-off with fluid antenna systems,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.715618Z

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 0c82f9a3-e9ad-4ddc-a45a-71fef419462a · outbound

This paper cites 6D Movable Antenna Enhanced Interference Mitigation for Cellular-Connected UAV Communications.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning 6D Movable Antenna Enhanced Interference Mitigation for Cellular-Connected UAV Communications

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:15:16.964602Z

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 7ccef69f-230b-414f-b225-966c45deb32b · outbound

This paper cites UA V-mounted movable an- tenna: Joint optimization of UA V placement and antenna configuration,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning UA V-mounted movable an- tenna: Joint optimization of UA V placement and antenna configuration,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:15.039028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a97d124-54f7-4545-8690-d277f60781a3 · outbound

This paper cites UA V-enabled wireless networks with movable-antenna array: Flexible beamforming and trajectory design,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning UA V-enabled wireless networks with movable-antenna array: Flexible beamforming and trajectory design,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.612650Z

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 2c0fdc33-b979-44ab-a7b6-f8135e9f3fe9 · outbound

This paper cites Movable-antenna array empowered ISAC systems for low-altitude economy,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Movable-antenna array empowered ISAC systems for low-altitude economy,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.516681Z

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 5b4d503c-a8a5-4f3e-be1c-b5443f45b805 · outbound

This paper cites Sum-rate maximization for UA V relay-aided fluid antenna system with NOMA,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Sum-rate maximization for UA V relay-aided fluid antenna system with NOMA,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.432687Z

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 b36afd88-b65a-477b-b85f-8c75a09cee13 · outbound

This paper cites RIS-aided fluid antenna array-mounted UA V networks,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning RIS-aided fluid antenna array-mounted UA V networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.349545Z

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 67c01b40-c2e8-459c-91a5-1ddcf345bee0 · outbound

This paper cites Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:15.426618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a952272f-deba-4bdc-98c0-a84203b90c32 · outbound

This paper cites Distributed multi- agent meta learning for trajectory design in wireless drone networks,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Distributed multi- agent meta learning for trajectory design in wireless drone networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.228640Z

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 6dde9f90-ee81-4a43-bfc8-3b3eb62cac0a · outbound

This paper cites An information-theoretic characterization of MIMO-FAS: Optimization, diversity-multiplexing tradeoff and q-outage capacity,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning An information-theoretic characterization of MIMO-FAS: Optimization, diversity-multiplexing tradeoff and q-outage capacity,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:19.097939Z

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 1a4e2420-7245-4264-9b30-d0fabdbaff37 · outbound

This paper cites Capacity maximization for FAS-assisted multiple access channels,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Capacity maximization for FAS-assisted multiple access channels,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.994005Z

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 ee17f616-b1a6-48f2-b404-8e53148a1b52 · outbound

This paper cites Robust localization with minimum number of TDoA measurements,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Robust localization with minimum number of TDoA measurements,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.877639Z

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 24aa1b38-5326-4e8a-bd53-4320abbdc654 · outbound

This paper cites Nocedal and S.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Nocedal and S

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.769177Z

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 34b0c71d-3568-455c-8717-f73f04f7cc77 · outbound

This paper cites Hivemind: Towards cellular native machine learning model splitting,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Hivemind: Towards cellular native machine learning model splitting,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.666704Z

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 71e31740-a695-4555-a855-0456fceed60c · outbound

This paper cites Attention is all you need,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Attention is all you need,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.532582Z

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 5eeb5a92-5e0b-45d7-9186-fa4f25153682 · outbound

This paper cites Deep recurrent reinforcement learning-based distributed dynamic spec- trum access in multichannel wireless networks with imperfect feedback,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Deep recurrent reinforcement learning-based distributed dynamic spec- trum access in multichannel wireless networks with imperfect feedback,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.366455Z

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 6ec043e1-6164-4aa8-b2ea-04b9faf90eff · outbound

This paper cites UA V trajectory planning for AoI-minimal data collection in UA V-aided IoT networks by transformer,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning UA V trajectory planning for AoI-minimal data collection in UA V-aided IoT networks by transformer,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.185619Z

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 fea4d6df-b80b-4dbd-a6e2-949bd0fa22f8 · outbound

This paper cites Satellite-terrestrial coordinated multi-satellite beam hopping scheduling based on multi- agent deep reinforcement learning,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Satellite-terrestrial coordinated multi-satellite beam hopping scheduling based on multi- agent deep reinforcement learning,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:18.028305Z

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 9ee08da3-ddcf-4bc4-9273-7106b7908b3a · outbound

This paper cites Passive inter-satellite localization accuracy optimization in low earth orbit satellite networks,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Passive inter-satellite localization accuracy optimization in low earth orbit satellite networks,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:17.851662Z

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 bde27297-f84f-4b3d-8e8b-610088020874 · outbound

This paper cites UA V communication against intelligent jamming: A stackelberg game approach with federated reinforcement learning,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning UA V communication against intelligent jamming: A stackelberg game approach with federated reinforcement learning,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:17.683156Z

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 e93104f7-ea2d-48dd-a75f-24324a5ba23a · outbound

This paper cites Target localization accuracy gain in MIMO radar-based systems,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Target localization accuracy gain in MIMO radar-based systems,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:17.490666Z

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 de2e0748-9e3d-4ff7-a54c-48374406c6fa · outbound

This paper cites An overview on the time delay estimate in active and passive systems for target localization,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning An overview on the time delay estimate in active and passive systems for target localization,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:17.331696Z

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 e88b3a3c-a3d2-4690-a268-dc4b30d33f23 · outbound

This paper cites A fast satellite selection algorithm: Beyond four satellites,.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning A fast satellite selection algorithm: Beyond four satellites,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:15:17.168708Z

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

Observation 7f56cf04-d10d-4f3f-9c3f-514bae725ca2 · inbound

Advancing Fluid Antenna-Assisted Non-Terrestrial Networks in 6G and Beyond: Fundamentals, State of the Art, and Future Directions cites this paper.

Advancing Fluid Antenna-Assisted Non-Terrestrial Networks in 6G and Beyond: Fundamentals, State of the Art, and Future Directions Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-04T00:34:41.666645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.