Paper Citation Record · LEDGER

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing

As of 20 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2607.13678.

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

pith.paper-citation-record.v1
2607.13678 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T04:32:19.203778Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

40 of 40 outbound references displayed

verified exact0
verified fuzzy0
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cf817d89-5c9c-4bee-987a-c7c32d07a765 · outbound

This paper cites 6g wavesfm: A foundation model for sensing, communication, and localization,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing 6g wavesfm: A foundation model for sensing, communication, and localization,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:14.976838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a860225-77be-41da-9ea1-0ab7b93eb672 · outbound

This paper cites Survey of important issues in UA V communication networks,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Survey of important issues in UA V communication networks,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.079873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 976377f9-c4fb-4406-89d8-6713052e9048 · outbound

This paper cites A survey of sensors based autonomous unmanned aerial vehicle UA V localization techniques,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing A survey of sensors based autonomous unmanned aerial vehicle UA V localization techniques,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.231655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74483f22-6c23-438f-99b9-2910d1698424 · outbound

This paper cites Low-Altitude Wireless Networks: A Comprehensive Survey.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Low-Altitude Wireless Networks: A Comprehensive Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.294690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce8d5fdf-8c26-4b5c-966d-7289dde6717d · outbound

This paper cites A survey of channel modeling for UA V communications,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing A survey of channel modeling for UA V communications,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.332655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0437e3c7-4f6a-47ed-92ed-6c2c49fe30b1 · outbound

This paper cites UA V detection and tracking in urban en- vironments using passive sensors: A survey,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing UA V detection and tracking in urban en- vironments using passive sensors: A survey,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.504665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84cdf1d7-9ae6-4a6f-9979-49310f0b4dd3 · outbound

This paper cites UAV Position Estimation using a LiDAR-based 3D Object Detection Method.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing UAV Position Estimation using a LiDAR-based 3D Object Detection Method

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.621739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f51f0ac-d8ca-4395-8c0b-de8362e0427b · outbound

This paper cites Localization of unmanned aerial vehicles in corridor environments using deep learning,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Localization of unmanned aerial vehicles in corridor environments using deep learning,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.753372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9aeb1da-dbc3-4336-ade7-9e5413b47d14 · outbound

This paper cites CSI-based fingerprinting for indoor localization: A deep learning approach,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing CSI-based fingerprinting for indoor localization: A deep learning approach,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:15.907287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41adee83-53df-4b1b-9c0d-0b631ecdca02 · outbound

This paper cites Towards real-world 6G drone communication: Position and camera aided beam prediction,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Towards real-world 6G drone communication: Position and camera aided beam prediction,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.094038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f1609ef-4407-4a6b-bf71-712cd5ee20cf · outbound

This paper cites Machine learning on camera images for fast mmwave beamforming,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Machine learning on camera images for fast mmwave beamforming,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.241677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 915f608e-fc55-4a0f-ab7f-19a0e8d7c791 · outbound

This paper cites LiDAR Aided Future Beam Prediction in Real-World Millimeter Wave V2I Communications.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing LiDAR Aided Future Beam Prediction in Real-World Millimeter Wave V2I Communications

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.415102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23bc1b54-c83c-4976-b336-9d29d03e7714 · outbound

This paper cites Radar aided 6G beam prediction: Deep learning algorithms and real-world demonstration,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Radar aided 6G beam prediction: Deep learning algorithms and real-world demonstration,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.588191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b52ded-6a5a-4e8c-a9f7-93872621a9bb · outbound

This paper cites Deep learning-based channel prediction for TDD MIMO systems with imperfect channel reciprocity,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Deep learning-based channel prediction for TDD MIMO systems with imperfect channel reciprocity,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.736218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e284fc6-878c-40df-9af9-edf9334fdfbb · outbound

This paper cites Long short-term memory network for wireless channel prediction,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Long short-term memory network for wireless channel prediction,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.850823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c893996-d030-4110-b197-12fb72d6cdc9 · outbound

This paper cites Deepsense 6G: A large- scale real-world multi-modal sensing and communication dataset,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Deepsense 6G: A large- scale real-world multi-modal sensing and communication dataset,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:16.988949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aa836d9-bfb4-4ee0-af9f-d56ba417cd40 · outbound

This paper cites Vision-position multi-modal beam prediction using real millimeter wave datasets,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Vision-position multi-modal beam prediction using real millimeter wave datasets,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.105014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0491570-b76b-4b0d-9848-0f915fd71bf8 · outbound

This paper cites Vision-assisted beam prediction for real world 6G drone communication,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Vision-assisted beam prediction for real world 6G drone communication,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.234981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4611f2d3-7fdc-4ac9-98a5-19f415177509 · outbound

This paper cites Multimodal trans- formers for wireless communications: A case study in beam prediction,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Multimodal trans- formers for wireless communications: A case study in beam prediction,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.412296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbf78f41-a5dd-4552-a932-a943c3d47460 · outbound

This paper cites Multi-modal sensing-assisted beam prediction using real-world dataset,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Multi-modal sensing-assisted beam prediction using real-world dataset,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.586061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 757e0fba-c084-49f2-a905-49dd6ea45fc1 · outbound

This paper cites M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.700079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 712f674f-b9ea-490b-9f84-a79e3576669e · outbound

This paper cites A novel multimodal fusion sensing-based channel prediction method for uav communications,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing A novel multimodal fusion sensing-based channel prediction method for uav communications,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.823836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a277476-2969-4d8a-ac88-8c17038709dc · outbound

This paper cites Language models are few-shot learners,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Language models are few-shot learners,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.906042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19989b6d-dde2-47d5-812a-b81c64145240 · outbound

This paper cites PaLM: Scaling language modeling with pathways,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing PaLM: Scaling language modeling with pathways,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:17.995751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d58d5da-b406-4a86-a13f-782765127e84 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing LLaMA: Open and Efficient Foundation Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.069135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c92bdf9-1ff9-4047-8b8a-898da5c56e4a · outbound

This paper cites TelecomGPT: A framework to build telecom-specific large language models,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing TelecomGPT: A framework to build telecom-specific large language models,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.147667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca847dfd-a2b0-4b06-8a0c-4af99ffc8132 · outbound

This paper cites LLM4CP: adapting large language models for channel prediction,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing LLM4CP: adapting large language models for channel prediction,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.213901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0c18a8-c131-4e51-90fb-665cf838202f · outbound

This paper cites LLM4WM: Adapting llm for wireless multi-tasking,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing LLM4WM: Adapting llm for wireless multi-tasking,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.275447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f472ba-fbcd-43b4-abea-d9f1aeaf9649 · outbound

This paper cites Large Wireless Model (LWM): A Foundation Model for Wireless Channels.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.347217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7db0501-1833-4309-9735-f596a58ddc51 · outbound

This paper cites WiFo: wireless foundation model for channel prediction,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing WiFo: wireless foundation model for channel prediction,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.436311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9793833b-2c73-4cb1-8c55-1d86642fa11e · outbound

This paper cites AirFM-DDA: Air-interface foundation model in the delay-doppler-angle domain for AI-native 6G,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing AirFM-DDA: Air-interface foundation model in the delay-doppler-angle domain for AI-native 6G,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.496366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 569199ee-7467-40d4-a471-56a44be609ea · outbound

This paper cites 6G WavesFM: A foundation model for sensing, communication, and localization,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing 6G WavesFM: A foundation model for sensing, communication, and localization,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.533725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8e32599-8111-473a-b612-aa1376de02e6 · outbound

This paper cites A MIMO wireless channel foundation model via CIR-CSI consistency,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing A MIMO wireless channel foundation model via CIR-CSI consistency,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.590366Z

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Unavailable: canonical work link unavailable.

Observation 3c3463e8-97c7-4d6f-887f-2927be4c00ba · outbound

This paper cites MUSE-FM: Multi-task environment- aware foundation model for wireless communications,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing MUSE-FM: Multi-task environment- aware foundation model for wireless communications,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.655544Z

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Unavailable: canonical work link unavailable.

Observation 55be0124-6628-44eb-8951-07234cf1abb2 · outbound

This paper cites Multimodal mixture-of-experts for ISAC in low-altitude wireless networks,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Multimodal mixture-of-experts for ISAC in low-altitude wireless networks,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.713241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec772f45-9387-4e55-a464-437ecc43a145 · outbound

This paper cites MultiMAE: Multi-modal multi-task masked autoencoders,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing MultiMAE: Multi-modal multi-task masked autoencoders,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.786837Z

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Unavailable: canonical work link unavailable.

Observation f34ad463-2fac-4ef7-8d27-50f6e5ab1bd4 · outbound

This paper cites Towards robust multimodal physio- logical foundation models: Handling arbitrary missing modalities,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Towards robust multimodal physio- logical foundation models: Handling arbitrary missing modalities,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.855295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ce1c6e6-17de-4cc4-9eec-ae46b41e3bf5 · outbound

This paper cites X-Fi: A modality-invariant foundation model for multimodal human sensing,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing X-Fi: A modality-invariant foundation model for multimodal human sensing,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.971737Z

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Unavailable: canonical work link unavailable.

Observation cc272891-f0cf-4916-bc9e-64568b5d984d · outbound

This paper cites MobileNetV2: Inverted residuals and linear bottlenecks,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing MobileNetV2: Inverted residuals and linear bottlenecks,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:19.100883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1eb02f2-0a2e-44ca-b725-59e38e72ac0b · outbound

This paper cites Masked autoencoders for point cloud self-supervised learning,.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Masked autoencoders for point cloud self-supervised learning,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:19.203778Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.