Paper Citation Record · LEDGER

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication

As of 13 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2607.03826.

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

pith.paper-citation-record.v1
2607.03826 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T23:41:06.086439Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T15:51:53.040466Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

verified exact10
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier5
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37477415-4c2c-419a-8989-24ee760da868 · outbound

This paper cites an unresolved cited work.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Unresolved cited work

Reference 1

Resolution: malformed identifier; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f419e47-fb3c-407e-90e8-8d062b7d0e3d · outbound

This paper cites Low-altitude economy: next frontier in spatial exploration and economic development.National Science Review, 13(12):nwag208, June 2026.https: //doi.org/10.1093/nsr/nwag208.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Low-altitude economy: next frontier in spatial exploration and economic development.National Science Review, 13(12):nwag208, June 2026.https: //doi.org/10.1093/nsr/nwag208

Reference 2

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.449218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ddb9ec39-8348-40ae-a3ef-6eb6ffaa6d32 · outbound

This paper cites Eldar, and Ste- fano Buzzi.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Eldar, and Ste- fano Buzzi

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-11T23:48:21.488680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a08261d6-38d9-4a71-801e-8fa5a5fea1a2 · outbound

This paper cites an unresolved cited work.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.463125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7c1e3aea-bc93-4c09-90aa-55524281086d · outbound

This paper cites An overview of cellular ISAC for low-altitude UAV: New opportunities and challenges.IEEE Communications Magazine, 63(12):88–95, 2025.https://doi.org/10.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication An overview of cellular ISAC for low-altitude UAV: New opportunities and challenges.IEEE Communications Magazine, 63(12):88–95, 2025.https://doi.org/10

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26455c12-427f-4e2b-9ad9-64b9b4f022c6 · outbound

This paper cites Framework and overall objectives of the future development of IMT for 2030 and beyond.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Framework and overall objectives of the future development of IMT for 2030 and beyond

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation febd898f-0990-4418-89a1-1ff8071d15c3 · outbound

This paper cites The road to 6G: Driving the next wave of connectivity—Part I [Scanning the Issue].Proceedings of the IEEE, 112(7):615–620, 2024.https://doi.org/10.1109/JPROC.2024.3475891.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication The road to 6G: Driving the next wave of connectivity—Part I [Scanning the Issue].Proceedings of the IEEE, 112(7):615–620, 2024.https://doi.org/10.1109/JPROC.2024.3475891

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-11T23:48:21.405264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 05f989d5-8f5a-4e5c-9e73-eaaa4c9f4e24 · outbound

This paper cites Are we ready for autonomous driving? The KITTI vision benchmark suite.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Are we ready for autonomous driving? The KITTI vision benchmark suite

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b2e24bd-128b-49e4-b716-8de482c9a71a · outbound

This paper cites OPV2V: An open benchmark dataset and fusion pipeline for perception with vehicle-to-vehicle commu- nication.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication OPV2V: An open benchmark dataset and fusion pipeline for perception with vehicle-to-vehicle commu- nication

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f6db4b6-f493-4669-b345-9cf95750e19a · outbound

This paper cites DAIR-V2X: A large-scale dataset for vehicle- infrastructure cooperative 3D object detection.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication DAIR-V2X: A large-scale dataset for vehicle- infrastructure cooperative 3D object detection

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b68e66b-a995-4747-8e01-51e983048b41 · outbound

This paper cites A synthetic digital city dataset for robustness and generalisation of depth esti- mation models.Sci.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication A synthetic digital city dataset for robustness and generalisation of depth esti- mation models.Sci

Reference 11

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.475348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 346a027e-19d8-497e-82b5-7f46708253ec · outbound

This paper cites DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c91bea18-e1c3-4788-a6cc-098d4f04a377 · outbound

This paper cites WAIR-D: Wireless AI research dataset.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication WAIR-D: Wireless AI research dataset

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f89f8d2b-0b70-4d11-a85f-a26851b16d41 · outbound

This paper cites ViWi: A deep learning dataset framework for vision-aided wireless communications.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication ViWi: A deep learning dataset framework for vision-aided wireless communications

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fafe2c6c-640e-4977-a602-0f3e1e26a131 · outbound

This paper cites Chowdhury.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Chowdhury

Reference 15

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.419151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 967b9c23-aab4-4a0d-8878-dc3fc2358907 · outbound

This paper cites DeepSense 6G: A large-scale real-world multi-modal sensing and communication dataset.IEEE Communications Magazine, 61(9):122–128, 2023.https:// doi.org/10.1109/MCOM.006.2200730.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication DeepSense 6G: A large-scale real-world multi-modal sensing and communication dataset.IEEE Communications Magazine, 61(9):122–128, 2023.https:// doi.org/10.1109/MCOM.006.2200730

Reference 16

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.435377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9ce1c9f9-af41-4cf5-a057-940028494713 · outbound

This paper cites M3SC: A generic dataset for mixed multi-modal sensing and communication integration.China Communications, 20(11):13–29, 2023.https://doi.org/ 10.23919/JCC.fa.2023-0268.202311.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication M3SC: A generic dataset for mixed multi-modal sensing and communication integration.China Communications, 20(11):13–29, 2023.https://doi.org/ 10.23919/JCC.fa.2023-0268.202311

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-11T23:48:21.443421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cd05abe2-06d0-4d53-b4a3-e7a1cccd7f76 · outbound

This paper cites SynthSoM: A synthetic intelligent multi-modal sensing-communication dataset for synesthesia of machines (SoM).Sci.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication SynthSoM: A synthetic intelligent multi-modal sensing-communication dataset for synesthesia of machines (SoM).Sci

Reference 18

Resolution: malformed identifier; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2dcdd2b-57e3-49c8-b384-c0dcab5e4f2f · outbound

This paper cites DeepVerse 6G and WI-Lab dataset collection.https://www.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication DeepVerse 6G and WI-Lab dataset collection.https://www

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae554fef-94cc-4717-9812-cd1af32c88ec · outbound

This paper cites Multimodal-Wireless: A large-scale dataset for sensing and communication.arXiv preprint arXiv:2511.03220, 2025.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Multimodal-Wireless: A large-scale dataset for sensing and communication.arXiv preprint arXiv:2511.03220, 2025

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62717593-3f0f-41e5-935c-5840e6512613 · outbound

This paper cites Multimodal-NF: A Wireless Dataset for Near-Field Low-Altitude Sensing and Communications.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Multimodal-NF: A Wireless Dataset for Near-Field Low-Altitude Sensing and Communications

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f29d6b3-1cf0-493f-acd5-71b0805f1f26 · outbound

This paper cites PML-CellularEye: A multi-modal experimental dataset for 6G ISAC re- search.Science China Information Sciences, 69(6):167301, 2026.https://doi.org/10.1007/ s11432-026-4923-1.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication PML-CellularEye: A multi-modal experimental dataset for 6G ISAC re- search.Science China Information Sciences, 69(6):167301, 2026.https://doi.org/10.1007/ s11432-026-4923-1

Reference 22

Resolution: malformed identifier; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcdaf705-9ed7-448f-ba69-0eb0f4ed4d82 · outbound

This paper cites Unreal Engine 5.https://www.unrealengine.com/.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Unreal Engine 5.https://www.unrealengine.com/

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e096651-0ca5-4f9d-89e6-136e7d9770c0 · outbound

This paper cites AirSim: High-fidelity visual and physical simulation for autonomous vehicles.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication AirSim: High-fidelity visual and physical simulation for autonomous vehicles

Reference 24

Resolution: malformed identifier; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb565876-daa3-4338-a2f1-82ac05769f98 · outbound

This paper cites Cosys-AirSim: Extended AirSim simulation for autonomous mobility systems.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Cosys-AirSim: Extended AirSim simulation for autonomous mobility systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67320442-12a0-43e8-929e-d4aaf627dd25 · outbound

This paper cites Blender.https://www.blender.org/.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Blender.https://www.blender.org/

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98829b04-2863-4590-b874-0a8065c82699 · outbound

This paper cites Sionna RT: Technical report, 2025.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Sionna RT: Technical report, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c00ed923-2d8f-4a14-8c7f-7507cbcd96c5 · outbound

This paper cites Altair Feko: High-frequency electromagnetic simulation software.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Altair Feko: High-frequency electromagnetic simulation software

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88d5428e-c65f-40d2-a07e-4c3a7efe456e · outbound

This paper cites Rong Li and Vesselin P.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Rong Li and Vesselin P

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a131af5-a0b8-4634-87e5-1ede57c930a1 · outbound

This paper cites Brinton Cooper, Mark A.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Brinton Cooper, Mark A

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa141e5-c733-4999-b749-d5e23166538d · outbound

This paper cites Fog simulation on real LiDAR point clouds for 3D object detection in adverse weather.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Fog simulation on real LiDAR point clouds for 3D object detection in adverse weather

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af218d3d-06e1-4f0a-921b-0630d0504db9 · outbound

This paper cites LAMBDA: A low-altitude multimodal base dataset for UAV sensing and communication.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication LAMBDA: A low-altitude multimodal base dataset for UAV sensing and communication

Reference 32

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.443150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e8f96d98-050c-4e8e-af54-8312d5ca0b38 · outbound

This paper cites Specific attenuation model for rain for use in prediction methods.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Specific attenuation model for rain for use in prediction methods

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5be6e18-b56b-4a11-ad8d-5f54934306d9 · outbound

This paper cites Attenuation due to clouds and fog.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Attenuation due to clouds and fog

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7d6e5dd-6144-4749-847f-4205c9d0f703 · outbound

This paper cites an unresolved cited work.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Unresolved cited work

Reference 35

Resolution: verified exact; doi, observed 2026-07-11T23:48:21.416145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4a524ff7-6cb3-423a-88d1-764357060657 · outbound

This paper cites Charan, Ammar Hredzak, Christopher Stoddard, Mustafa Al-Sabah, Jaspreet Chourasia, and Ahmed Alkhateeb.

LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication Charan, Ammar Hredzak, Christopher Stoddard, Mustafa Al-Sabah, Jaspreet Chourasia, and Ahmed Alkhateeb

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-11T23:41:06.086439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 91833845-2530-4cf3-99ef-fe8784828e6d · inbound

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching cites this paper.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T15:51:53.040466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.