Paper Citation Record · LEDGER

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

As of 17 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 8 inbound Pith citation observations for arXiv:2505.10946.

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

pith.paper-citation-record.v1
2505.10946 v3

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:08:58.155062Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:32:31.177751Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T13:18:12.708621Z

Reference resolution

70 of 70 outbound references displayed

verified exact2
verified fuzzy47
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de7b1af5-b5c9-469b-bd68-67dc787f0c4f · outbound

This paper cites Token-Domain Multiple Access: Exploiting Semantic Orthogonality for Collision Mitigation.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Token-Domain Multiple Access: Exploiting Semantic Orthogonality for Collision Mitigation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.794226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f20301c-7dce-43a3-8f2f-f641fa9041fe · outbound

This paper cites MM-LLMs: Recent advances in multimodal large language models,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access MM-LLMs: Recent advances in multimodal large language models,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.470821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cf0b3aac-cd83-447b-8811-54f14fdfe0ac · outbound

This paper cites Hello GPT-4o,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Hello GPT-4o,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.805514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43a32d73-b4e1-4d48-b000-782723fb1f4f · outbound

This paper cites Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.439459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3a9b4055-71ce-4258-8c0a-edc755be3dd7 · outbound

This paper cites Visual instruction tuning,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Visual instruction tuning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.421500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24df2580-b4d1-4941-b7c0-a0f09bce7511 · outbound

This paper cites LAMBO: Large AI model empowered edge intelli- gence,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access LAMBO: Large AI model empowered edge intelli- gence,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.403342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f100bb33-44e1-4c04-aa35-3d6781aaf514 · outbound

This paper cites A comprehensive survey of large language models and multimodal large language models in medicine,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access A comprehensive survey of large language models and multimodal large language models in medicine,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.383968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8f5f09ac-6f0d-49e9-a0b7-21a77224e3bb · outbound

This paper cites Generative AI-Enhanced Multi-Modal Semantic Communication in Internet of Vehicles: System Design and Methodologies.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Generative AI-Enhanced Multi-Modal Semantic Communication in Internet of Vehicles: System Design and Methodologies

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.831408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb31180-201d-4548-b52f-23df38e6ca9b · outbound

This paper cites Attention is all you need,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Attention is all you need,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.364234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a95cc351-ff76-4849-9a76-b20407c70e4f · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.841348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8fcdfc8-c607-40b4-bc4d-7b27ea13bc10 · outbound

This paper cites Neural discrete representation learning,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Neural discrete representation learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.346717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0afd7624-1fad-4738-8b95-a3a749d388ee · outbound

This paper cites What makes for good tokenizers in vision transformer?,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access What makes for good tokenizers in vision transformer?,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.324937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2e4e625d-951b-4c86-840b-0023076082a8 · outbound

This paper cites MaskGIT: Masked generative image transformer,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access MaskGIT: Masked generative image transformer,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.306981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9e69b6b6-1db0-48c2-9c17-0ef16b50c899 · outbound

This paper cites Taming transformers for high- resolution image synthesis,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Taming transformers for high- resolution image synthesis,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.289914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 43e24c12-bd89-4fad-b3ab-11474f86881c · outbound

This paper cites Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.866204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f6c9f6e-ba32-4c40-abd1-d3f5ebfe9e2d · outbound

This paper cites Goal-oriented and semantic communication in 6G AI-native networks: The 6G-GOALS approach,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Goal-oriented and semantic communication in 6G AI-native networks: The 6G-GOALS approach,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.271933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f3dfa3ba-6d3c-4d4c-bb46-3ba0d1f4aed3 · outbound

This paper cites Beyond transmitting bits: Context, semantics, and task-oriented communications,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.251144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d35f3504-1a59-455c-bcf5-9b8de409e745 · outbound

This paper cites Joint source–channel coding: Fundamentals and recent progress in practical designs,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Joint source–channel coding: Fundamentals and recent progress in practical designs,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.880956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f806c102-34f6-4b2a-a191-c6f9f53b2ea1 · outbound

This paper cites Deep learning enabled semantic communication systems,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Deep learning enabled semantic communication systems,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.223551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 09fc3c38-da63-4516-8250-65a600bb08b5 · outbound

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

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Deep joint source- channel coding for wireless image transmission,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.892172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d54064fb-045e-4da2-9865-1e66534b479e · outbound

This paper cites Large AI model empowered multimodal semantic communications,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Large AI model empowered multimodal semantic communications,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.196561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a5b4c475-2add-4802-ba11-a98a54d6adc2 · outbound

This paper cites Generative AI-driven semantic communication networks: Architecture, technologies and applications,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Generative AI-driven semantic communication networks: Architecture, technologies and applications,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.177421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 55a71270-507e-4dba-baa1-3aecc919a4cd · outbound

This paper cites Large AI model-based semantic communications,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Large AI model-based semantic communications,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.157291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 910851a6-5905-44c8-8530-f8ba83998310 · outbound

This paper cites Deep generative modeling reshapes compression and transmission: From efficiency to resiliency,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Deep generative modeling reshapes compression and transmission: From efficiency to resiliency,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.910084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f63d2c18-cf1b-4163-a0da-e971ffe69b42 · outbound

This paper cites Information compression in the AI era: Recent advances and future challenges,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Information compression in the AI era: Recent advances and future challenges,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.127417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8b0e2143-c00e-43ee-9e29-9882a87c2eea · outbound

This paper cites LLMZip: Lossless Text Compression using Large Language Models.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access LLMZip: Lossless Text Compression using Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.920403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4a65d9d-3f35-4709-bdd8-579c6ddb5d0e · outbound

This paper cites Language Modeling Is Compression.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Language Modeling Is Compression

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.926290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 504ffff2-0022-422a-bb6c-00ef86fd64db · outbound

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

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Latency-aware generative semantic communications with pre-trained diffusion models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.110320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 71dfde8b-a62f-4d2a-b9e1-5446cc36dd3d · outbound

This paper cites Extreme video compression with prediction using pre-trained diffusion models,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Extreme video compression with prediction using pre-trained diffusion models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.094734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 41ae09a7-6db6-4b4a-be21-eab68e262099 · outbound

This paper cites Language-oriented semantic latent representation for image transmission,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Language-oriented semantic latent representation for image transmission,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.074593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1e7c1b05-c32b-4d86-a0b3-70dd4a68046f · outbound

This paper cites Toward intelligent communications: Large model empowered semantic communications,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Toward intelligent communications: Large model empowered semantic communications,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.054384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 01fa55d0-2cd3-4035-b79a-295a324ffb85 · outbound

This paper cites Goal-Oriented Semantic Communication for Wireless Video Transmission via Generative AI.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Goal-Oriented Semantic Communication for Wireless Video Transmission via Generative AI

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:08:58.410995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 257837b7-ae05-49da-928f-2be825904e39 · outbound

This paper cites Diffusion-based generative multicasting with intent-aware semantic decomposition,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Diffusion-based generative multicasting with intent-aware semantic decomposition,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.957047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd1a57a2-f0c2-43fd-ad49-d88ef5f9d58e · outbound

This paper cites Accelerating mobile edge generation (MEG) by constrained learning,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Accelerating mobile edge generation (MEG) by constrained learning,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.036661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b920a445-0e71-4a7f-945e-1e72cf28c81d · outbound

This paper cites Generative semantic communication via textual prompts: Latency performance tradeoffs,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Generative semantic communication via textual prompts: Latency performance tradeoffs,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:59.017275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d48655fc-9ae6-46b6-9cac-e9f09732774e · outbound

This paper cites High perceptual quality wireless image delivery with denoising diffusion models,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access High perceptual quality wireless image delivery with denoising diffusion models,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.999474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b14fe442-2e7d-4842-8025-817717341d8f · outbound

This paper cites Generative joint source-channel coding for semantic image transmission,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Generative joint source-channel coding for semantic image transmission,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.982167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 567c56ba-0f01-4f7d-b34d-c2f0a0bd2b27 · outbound

This paper cites Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.989336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec7ce88f-f972-473b-acf9-7ce091eb3dac · outbound

This paper cites SING: Semantic Image Communications using Null-Space and INN-Guided Diffusion Models.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access SING: Semantic Image Communications using Null-Space and INN-Guided Diffusion Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:57.995740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c225490-0390-4371-ab22-e46041db2303 · outbound

This paper cites Adaptive Semantic Token Selection for AI-native Goal-oriented Communications.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Adaptive Semantic Token Selection for AI-native Goal-oriented Communications

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.003051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a3e777-46d8-40fb-966b-33e4f1b776ad · outbound

This paper cites Next generation multiple access for IMT towards 2030 and beyond,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Next generation multiple access for IMT towards 2030 and beyond,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.009167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 933f74d4-c6d3-4deb-abd9-f67ececcb8ae · outbound

This paper cites Multiple access techniques for intelligent and multifunctional 6G: Tutorial, survey, and outlook,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Multiple access techniques for intelligent and multifunctional 6G: Tutorial, survey, and outlook,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.951242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f1f39fd7-9ec9-4868-981f-f276ea715cdd · outbound

This paper cites Massive connectivity with massive MIMO—Part I: Device activity detection and channel estimation,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Massive connectivity with massive MIMO—Part I: Device activity detection and channel estimation,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.019335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9385530-d6a8-4e90-a375-badca7e2da0e · outbound

This paper cites Compressive sensing- based adaptive active user detection and channel estimation: Massive access meets massive MIMO,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Compressive sensing- based adaptive active user detection and channel estimation: Massive access meets massive MIMO,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.920959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a21b9c08-1825-416b-91b4-4c0ce543c774 · outbound

This paper cites A perspective on massive random-access,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access A perspective on massive random-access,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.902993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 104a3d22-111c-4a1d-a1ef-9ef14ef2b8d8 · outbound

This paper cites Coopera- tive activity detection: Sourced and unsourced massive random access paradigms,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Coopera- tive activity detection: Sourced and unsourced massive random access paradigms,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.884296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8cc6c189-8ff5-49ad-86cf-e7f603c99869 · outbound

This paper cites Massive unsourced random access based on uncou- pled compressive sensing: Another blessing of massive MIMO,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Massive unsourced random access based on uncou- pled compressive sensing: Another blessing of massive MIMO,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.039317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4480326d-1d32-4111-b90b-76f6eb4a85a0 · outbound

This paper cites Massive unsourced random access: Exploiting angular domain sparsity,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Massive unsourced random access: Exploiting angular domain sparsity,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.853808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8db63554-5346-4330-b94b-8649c3080ee9 · outbound

This paper cites Unsourced multiple access with common alarm messages: Network slicing for massive and critical IoT,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Unsourced multiple access with common alarm messages: Network slicing for massive and critical IoT,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.835622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 375f8285-59ce-463b-a41e-f16d5da7ef07 · outbound

This paper cites Design and analysis of massive uncoupled unsourced ran- dom access with Bayesian joint decoding,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Design and analysis of massive uncoupled unsourced ran- dom access with Bayesian joint decoding,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.818025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a319422a-529a-425b-a528-9a4e5f1126f6 · outbound

This paper cites Unsourced multiple access: A coding paradigm for massive random access,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Unsourced multiple access: A coding paradigm for massive random access,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.802202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67ca837b-b3c1-4351-9fb0-703ad8ed261d · outbound

This paper cites Compressive sensing-based grant-free massive access for 6G massive communication,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Compressive sensing-based grant-free massive access for 6G massive communication,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.784310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1c8710f7-974a-4eea-bf7f-af0fb088e877 · outbound

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

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Massive digital over-the-air computation for communication-efficient federated edge learning,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.765972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 700a3982-0a43-488c-8286-e45c20c69348 · outbound

This paper cites Distributed deep joint source-channel coding over a multiple access channel,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Distributed deep joint source-channel coding over a multiple access channel,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.747773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9d371d92-5139-40b8-bda1-e4483c8c3411 · outbound

This paper cites Orthogonal model division multiple access,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Orthogonal model division multiple access,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.729775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0832437f-4b58-45a2-8d3c-62c1fe95ba5b · outbound

This paper cites DeepMA: End-to-end deep multiple access for wireless image transmission in semantic communication,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access DeepMA: End-to-end deep multiple access for wireless image transmission in semantic communication,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.712891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0d22aa4-2a24-40bf-9852-256ddd385ff1 · outbound

This paper cites Exploiting semantic communication for non- orthogonal multiple access,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Exploiting semantic communication for non- orthogonal multiple access,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.089111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17472821-b416-4bcf-9aed-45929c9e9447 · outbound

This paper cites Generative AI empowered semantic feature multiple access (SFMA) over wireless networks,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Generative AI empowered semantic feature multiple access (SFMA) over wireless networks,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.684737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ad5fef42-e7ea-42e6-abe0-51a9eba54f49 · outbound

This paper cites Learning to Interfere in Non-Orthogonal Multiple-Access Joint Source-Channel Coding.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Learning to Interfere in Non-Orthogonal Multiple-Access Joint Source-Channel Coding

Reference 59

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:08:58.239344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3a2387d6-d7ae-4d26-9d3e-9b872447a533 · outbound

This paper cites Message passing algo- rithms for compressed sensing: I. motivation and construction,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Message passing algo- rithms for compressed sensing: I. motivation and construction,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.667136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 74f3b70a-126a-462c-bf25-21db83c09582 · outbound

This paper cites Generalized approximate message passing for estimation with random linear mixing,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Generalized approximate message passing for estimation with random linear mixing,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.650298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ad31f7a7-1b74-45ec-a9e4-c6c1b5501976 · outbound

This paper cites The expectation-maximization algorithm,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access The expectation-maximization algorithm,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.633801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0ee22bb-69e6-417b-a96a-02ff314f67d2 · outbound

This paper cites k-means++: the advantages of careful seeding,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access k-means++: the advantages of careful seeding,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.616827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a702891f-3519-4e70-ae78-6e7786bb0705 · outbound

This paper cites Variable-rate variable-power MQAM for fading channels,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Variable-rate variable-power MQAM for fading channels,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.599377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 143c445c-c684-4035-bd54-fb751b9baa8f · outbound

This paper cites Rank awareness in joint sparse recovery,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Rank awareness in joint sparse recovery,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.582285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 84f8be64-0417-4b88-9558-a1ebd8bc1cce · outbound

This paper cites Imagenet large scale visual recognition chal- lenge,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Imagenet large scale visual recognition chal- lenge,

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.134234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52390a60-e49e-4b43-bc71-08e8ecb58357 · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access The unreasonable effectiveness of deep features as a perceptual metric,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.551383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7337b372-7ae9-4f99-800d-ff52beb1bf3a · outbound

This paper cites Scaling Laws for Neural Language Models.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Scaling Laws for Neural Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.145192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 326638db-d36d-42ae-aa9e-3465c88ea09b · outbound

This paper cites Proposing contextually relevant quotes for images,.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access Proposing contextually relevant quotes for images,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:08:58.534144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e2812b50-a32f-4c18-9baf-0acf46786f07 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access BERTScore: Evaluating Text Generation with BERT

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T21:08:58.155062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 11dc1cc5-6170-4c0f-ae94-da50c5075fae · inbound

Token Communication in the Era of Large Models: An Information Bottleneck-Based Approach cites this paper.

Token Communication in the Era of Large Models: An Information Bottleneck-Based Approach ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:50:30.642839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dcd34d7-b6ba-4ded-9552-4fa84bea2e45 · inbound

Text-Guided Token Communication for Wireless Image Transmission cites this paper.

Text-Guided Token Communication for Wireless Image Transmission ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:22:33.156292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 279c01c7-cd70-4442-b951-8a46b74c3cd2 · inbound

Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications cites this paper.

Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T23:56:41.388963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15096d35-6208-4e75-ab1c-170a4c240fbf · inbound

Semantics-Aware Hierarchical Token Communication: Clustering, Bit Mapping, and Power Allocation cites this paper.

Semantics-Aware Hierarchical Token Communication: Clustering, Bit Mapping, and Power Allocation ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-10T01:18:45.339009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 50564da6-d500-4a31-894e-822d0c4c757d · inbound

STCC: A Unified Source-Channel Semantic Token Coding Framework for Semantic Communications cites this paper.

STCC: A Unified Source-Channel Semantic Token Coding Framework for Semantic Communications ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-10T01:18:45.339009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 32e894ef-dfb7-45af-b971-4e875de52c9e · inbound

Geometric Cross-Modal Token Selection for Latency-Constrained Multimodal Token Communication cites this paper.

Geometric Cross-Modal Token Selection for Latency-Constrained Multimodal Token Communication ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T00:51:58.392440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db5dbfa7-59fd-4f60-9f10-3e241ed84cee · inbound

Test-Time Scalable AI-RAN: Inference Time Allocation for Cell-Free MIMO cites this paper.

Test-Time Scalable AI-RAN: Inference Time Allocation for Cell-Free MIMO ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T16:03:54.506757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4881fcdb-79e5-49b0-9d5d-85524494ef07 · inbound

Loss-Resilient Wireless Video Token Communication over Block Fading Channels cites this paper.

Loss-Resilient Wireless Video Token Communication over Block Fading Channels ToDMA: Large Model-Driven Massive Token Communications for Semantic Multiple Access

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T04:32:31.177751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.