Paper Citation Record · LEDGER

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.03099.

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

pith.paper-citation-record.v1
2607.03099 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T04:55:08.078807Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

31 of 31 outbound references displayed

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unresolved31
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1fd06087-a626-4ef2-9646-b78b9130da30 · outbound

This paper cites Multi-modality sensing and data fusion for multi-vehicle detection,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Multi-modality sensing and data fusion for multi-vehicle detection,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Unavailable: canonical work link unavailable.

Observation 0e0762ea-7481-41f9-919e-26fe079a3ee0 · outbound

This paper cites Generative Artificial Intelligence-enhanced multimodal semantic communication in Internet of Vehicles: System design and methodologies,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Generative Artificial Intelligence-enhanced multimodal semantic communication in Internet of Vehicles: System design and methodologies,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation c2db4c4f-61b2-418e-adb8-e686f58c3817 · outbound

This paper cites Cooperative perception with learning-based V2V com- munications,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Cooperative perception with learning-based V2V com- munications,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 5652e22a-07c6-4f0d-892c-60507979d689 · outbound

This paper cites Task-oriented multi-user semantic communication based on deep over-the-air computation,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Task-oriented multi-user semantic communication based on deep over-the-air computation,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 4754cdec-e47e-4353-9a03-5bfac45c0db7 · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Deep joint source- channel coding for wireless image transmission,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 9d9605ac-e6b9-4c48-ae8c-a91e34207dd6 · outbound

This paper cites AI empowered wireless communications: From bits to semantics,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications AI empowered wireless communications: From bits to semantics,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Unavailable: canonical work link unavailable.

Observation 9a636f7f-231b-4161-8184-10e051548f4c · outbound

This paper cites Latency-aware generative semantic communications with pre-trained diffusion models,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Latency-aware generative semantic communications with pre-trained diffusion models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation dd2cfbf0-9f41-440a-a2fa-ccf38fbdc291 · outbound

This paper cites Token communications: A large model-driven frame- work for cross-modal context-aware semantic communications,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Token communications: A large model-driven frame- work for cross-modal context-aware semantic communications,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 620f9cdb-6288-478f-a96d-6e1791c3abb5 · outbound

This paper cites Communicate less, synthesize the rest: Latency-aware intent-based generative semantic multicasting with diffusion models,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Communicate less, synthesize the rest: Latency-aware intent-based generative semantic multicasting with diffusion models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

Source-reported events for the cited work

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Observation 7daf5105-413e-462e-a8cd-fa4fa92cac5d · outbound

This paper cites Adaptive Token Merging for Efficient Transformer Semantic Communication at the Edge.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Adaptive Token Merging for Efficient Transformer Semantic Communication at the Edge

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 11c01c98-8d11-4f69-a2e0-e4376d01be67 · outbound

This paper cites Knowledge distillation-driven semantic NOMA for im- age transmission with diffusion model,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Knowledge distillation-driven semantic NOMA for im- age transmission with diffusion model,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 427541ce-56ba-4caa-83e2-afcc2697489e · outbound

This paper cites Over-the-air computing for wireless data aggregation in massive IoT,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Over-the-air computing for wireless data aggregation in massive IoT,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 6f1fc9ef-c4ec-42d5-ae66-96da80fb9935 · outbound

This paper cites Over-the-air fusion of sparse spatial features for integrated sensing and edge AI over broadband channels,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Over-the-air fusion of sparse spatial features for integrated sensing and edge AI over broadband channels,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation c3f55c41-3513-4f7a-84ea-815b3fbbbd97 · outbound

This paper cites MD-AirComp+: Adaptive quantization for blind mas- sive digital over-the-air computation,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications MD-AirComp+: Adaptive quantization for blind mas- sive digital over-the-air computation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 978c88fd-cfa2-4573-ab28-cef521390a95 · outbound

This paper cites Communication and computation efficient federated learning for Internet of Vehicles with a constrained latency,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Communication and computation efficient federated learning for Internet of Vehicles with a constrained latency,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 140d9fb7-d940-407b-9a11-d173404b8aee · outbound

This paper cites E2E learning massive MIMO for multimodal semantic non-orthogonal transmission and fusion,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications E2E learning massive MIMO for multimodal semantic non-orthogonal transmission and fusion,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 4c9f9523-4b7c-4748-8d12-f28683965183 · outbound

This paper cites Multimodal and multiuser semantic communications for channel-level information fusion,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Multimodal and multiuser semantic communications for channel-level information fusion,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation d45ba78b-acfb-43a6-a116-49e7161683b0 · outbound

This paper cites RTFNet: RGB-thermal fusion network for semantic segmentation of urban scenes,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications RTFNet: RGB-thermal fusion network for semantic segmentation of urban scenes,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 1f6e13c1-454e-4b1b-a18a-c8ee01bd5bcb · outbound

This paper cites PST900: RGB-thermal calibration, dataset and segmentation network,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications PST900: RGB-thermal calibration, dataset and segmentation network,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 2b0d5ab9-55e5-4e53-bd82-c31c487aaf10 · outbound

This paper cites Transformer-aided wireless image transmission with channel feedback,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Transformer-aided wireless image transmission with channel feedback,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation f5d75480-286a-40b0-a16c-d921fb0180bf · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications An image is worth 16x16 words: Transformers for image recognition at scale,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 930004a8-5dbd-4ba6-8f1f-3fa7a30d933e · outbound

This paper cites Toward the unification of generative and discriminative visual foundation model: A survey,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Toward the unification of generative and discriminative visual foundation model: A survey,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 910354c6-d17a-492d-b5bd-8a07b6c7558a · outbound

This paper cites Large model enabled embodied intelligence for 6G inte- grated perception, communication, and computation network,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Large model enabled embodied intelligence for 6G inte- grated perception, communication, and computation network,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 8103a386-2871-4844-81b1-35a93b106f18 · outbound

This paper cites 5G: A tutorial overview of standards, trials, challenges, deployment, and practice,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications 5G: A tutorial overview of standards, trials, challenges, deployment, and practice,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 72f4cd15-26cf-4a3e-8e8a-b83a14bc7084 · outbound

This paper cites A tutorial on 5G NR V2X communications,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications A tutorial on 5G NR V2X communications,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation fc55fc3f-475b-4adf-b879-4e96bcb76484 · outbound

This paper cites Wireless image transmission using deep source channel coding with attention modules,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Wireless image transmission using deep source channel coding with attention modules,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation a84ec67d-ad6e-433a-a28c-7d450ae676dd · outbound

This paper cites Training Vision Transformers with only 2040 images,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Training Vision Transformers with only 2040 images,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 6cbe3dc6-0d41-4fb7-ac00-8fcb447b4579 · outbound

This paper cites ImageNet: A large-scale hierarchical image database,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications ImageNet: A large-scale hierarchical image database,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 0cc933d3-b42c-4935-9559-443f0ce7ec3b · outbound

This paper cites SemanticRT: A large-scale dataset and method for robust semantic segmentation in multispectral images,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications SemanticRT: A large-scale dataset and method for robust semantic segmentation in multispectral images,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 5d6bc4e3-913e-4599-b2c3-a40dbd1dabd7 · outbound

This paper cites Federated edge learning with misaligned over-the-air computation,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Federated edge learning with misaligned over-the-air computation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Observation 44783825-ef49-436b-a170-a47fd781244a · outbound

This paper cites Massive digital over-the-air computation for communication-efficient federated edge learning,.

AirTF: Over-the-Air Token Fusion for Task-Oriented Multi-Modal Token Communications Massive digital over-the-air computation for communication-efficient federated edge learning,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-12T04:55:08.078807Z

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Pith citing papers

No inbound Pith citation observations are available.