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Paper Citation Record · LEDGER

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications

As of 10 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2507.17352.

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

pith.paper-citation-record.v1
2507.17352 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:55:22.520163Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

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

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:09:37.377820Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T21:09:37.500367Z

Reference resolution

46 of 46 outbound references displayed

  • verified exact2
  • verified fuzzy38
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 01b17e30-af77-41db-abd7-70178590f8b3 · outbound

This paper cites Toward 6G networks: Use cases and technologies,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Toward 6G networks: Use cases and technologies,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.892640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.410723Z digest=sha256:86dd69f2370be25091afe678f690a65b51804fc255872740ac8ed8e50754a255

Observation 80a13876-2d6e-4b79-8860-00c4f7ced29b · outbound

This paper cites On the road to 6G: Visions, requirements, key technologies, and testbeds,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications On the road to 6G: Visions, requirements, key technologies, and testbeds,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.885280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.413938Z digest=sha256:35919a28fa42c5bebbbf5a560b0005f49d4b0a1ff4dbd562efc05ef8129825c4

Observation cf3701cd-50f6-416b-ae7b-6011182f0521 · outbound

This paper cites Tech- niques for measuring quality of experience,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Tech- niques for measuring quality of experience,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.877944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.416565Z digest=sha256:565c50196daa3d49e3004350c5e21d267452e817dc3ca4fbdd633fe14fba2e1d

Observation 15e19fac-c5ca-4047-a5de-96da9d035604 · outbound

This paper cites Towards a QoE model to evaluate holographic augmented reality devices,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Towards a QoE model to evaluate holographic augmented reality devices,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.870792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.419361Z digest=sha256:4ac626279e0cfa235ab2abda4c37fc70870cd2f88b8236c8a9ff2ba1e6dab303

Observation 1103a32e-e73a-4264-9cd2-08947836b493 · outbound

This paper cites QoE-driven data communication framework for consumer electronics in tele-healthcare system,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications QoE-driven data communication framework for consumer electronics in tele-healthcare system,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.863920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.421884Z digest=sha256:1a711c1921a41c159c95cee1f50b036d72ecf8503a80552a38417d3173310caf

Observation 9338b273-a589-4dc2-9518-711c45b24674 · outbound

This paper cites QoE in video transmission: A user experience-driven strategy,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications QoE in video transmission: A user experience-driven strategy,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.856911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.424473Z digest=sha256:9549ca7e7d95b7f8b5f5a81b23147271d0fc8d8b42b05e03eb07efff50b3c6ea

Observation 0ed4e493-a98f-44fc-a1d9-1ba7087d6406 · outbound

This paper cites QoE-oriented mobile virtual reality game in distributed edge networks,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications QoE-oriented mobile virtual reality game in distributed edge networks,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.849636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.427147Z digest=sha256:3bc0eefd31fc04f1195a0bb8eed96ce97353520490db80e3ebe0fb4c39eed0e1

Observation 42339870-325b-4e1b-a260-7eeba24717db · outbound

This paper cites From semantic communication to 13 semantic-aware networking: Model, architecture, and open problems,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications From semantic communication to 13 semantic-aware networking: Model, architecture, and open problems,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.842359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.429730Z digest=sha256:597fbfd976550b28dd8feda76c24349638af3bb6dc0083f28ce2c91e724662c6

Observation 0ed833d4-8a7b-4593-b8f8-2886f7fb55ec · outbound

This paper cites Semantic communications for future internet: Fundamentals, applications, and challenges,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Semantic communications for future internet: Fundamentals, applications, and challenges,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.835213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.431966Z digest=sha256:c0e169fe9a57277607effa54017d0dab4c0d221df6a560ab804d109d617f06b4

Observation 5ac559e5-7b17-4491-8a0b-aafaaebd105c · outbound

This paper cites The jpeg still picture compression standard,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications The jpeg still picture compression standard,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.827673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.434444Z digest=sha256:3c9fa24102b904821c603a7d67f0d9cf7cfe871ecc16e580ca2feabc50cc56eb

Observation d98583b9-29ed-4c7a-b975-5bc42994d45b · outbound

This paper cites Overview of the h. 264/avc video coding standard,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Overview of the h. 264/avc video coding standard,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.820318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.436825Z digest=sha256:0f1bf43eb34fcd30d91d4fbfe00db24b352e52b181fa1f1198ea7250f5012c97

Observation 5ddbd3dc-7976-4c3f-a600-e56ff41c1214 · outbound

This paper cites Error detecting and error correcting codes,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Error detecting and error correcting codes,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.813238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.439266Z digest=sha256:22202da5d275fe877e083c9ec8fac30234beabbec804cf3241a91c3981cf7c13

Observation 08b7ed06-a0f3-46f3-b9b3-0751e9dee2de · outbound

This paper cites Convolutional codes and their performance in communica- tion systems,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Convolutional codes and their performance in communica- tion systems,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.806129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.441644Z digest=sha256:08b7a37efd7ebc16dcb2bf772bb7c05eac1497bc3d59fbbe9a1d89cbd3859c74

Observation cfc1e383-a4d0-49ed-8c0d-a76e0d244d81 · outbound

This paper cites Near shannon limit error- correcting coding and decoding: Turbo-codes. 1,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Near shannon limit error- correcting coding and decoding: Turbo-codes. 1,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.798963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.443999Z digest=sha256:4c01c9af0f8f5b2061477b785c2115daac1f4fc89913610513cc5afb205d38fc

Observation 9f29309c-4de2-4c20-9c0e-5af0b38aa771 · outbound

This paper cites Design of capacity-approaching irregular low-density parity-check codes,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Design of capacity-approaching irregular low-density parity-check codes,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.791448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.446268Z digest=sha256:ed607f8646baa0d5c77e5de196795faa16c86d6e30188f4eea4719e46113af36

Observation 35cb027a-7ee3-41e1-b72c-05c254a9bd65 · outbound

This paper cites Rescue: Links- on-the-fly technology for robust, efficient and smart communication in unpredictable environments,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Rescue: Links- on-the-fly technology for robust, efficient and smart communication in unpredictable environments,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.783920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.448540Z digest=sha256:4be16ff8a903ea76f7e5a7d439518fe8500925a7d2909acf30b41591a90c7ef4

Observation 74fdf296-4656-4c22-a752-ca604136c2e8 · outbound

This paper cites Link budget and radio coverage design for various multipath urban communication links,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Link budget and radio coverage design for various multipath urban communication links,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.776592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.450705Z digest=sha256:571d9a1d00e5fc9f9026d5ecd00a427e6a557e0da8e874456430d0a67c40ff56

Observation bb03804d-9c7b-429b-87a2-edb0b77ad987 · outbound

This paper cites Understanding link budget in wireless com- munication,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Understanding link budget in wireless com- munication,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.768935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.453042Z digest=sha256:2e87c1020f7f429f8caf36112c5ad6591cf8ea9fa6d8f64338ac8c6bc3d4f27b

Observation 71f5a3d0-0af3-4bec-91c8-efbc06228c01 · outbound

This paper cites Wireless communication technologies for iot in 5g: Vision, applications, and challenges,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Wireless communication technologies for iot in 5g: Vision, applications, and challenges,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.761390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.455385Z digest=sha256:708f5fb0c0f2bc26b82dbf1ceaa7a9946486de780586f5b8a0bc32187d8b234f

Observation 2922eefa-9eaa-40e2-b5d2-50e73ef30a97 · outbound

This paper cites An overview of emergency communication networks,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications An overview of emergency communication networks,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.753790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.457557Z digest=sha256:d0c8a315fc106455039fdc8b50a59c13fe00346eb8db3211223cac3b36025a90

Observation 1540191c-e7ba-41b8-b468-2a0ed3cebcf6 · outbound

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

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.745619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.459938Z digest=sha256:01d81fdab7a5f52c06f2eee141fbb81de0ec6ae49ac99c74fff9cbb524e5f76a

Observation 7d6cc434-3422-4631-8a59-5af065c4ca76 · outbound

This paper cites Gen- erative semantic communications with foundation models: Perception- error analysis and semantic-aware power allocation,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Gen- erative semantic communications with foundation models: Perception- error analysis and semantic-aware power allocation,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.738097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.462284Z digest=sha256:560baca70e9d6960e222485bdfc06bbb068a4bca378fc87d09da9863b6b72b89

Observation 538af1a1-83b3-4546-b4e0-c8a955bf4bc2 · outbound

This paper cites ResiTok: A Resilient Tokenization-Enabled Framework for Ultra-Low-Rate and Robust Image Transmission.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications ResiTok: A Resilient Tokenization-Enabled Framework for Ultra-Low-Rate and Robust Image Transmission

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-06T14:55:22.590453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.464529Z digest=sha256:27bf23f6f3b8a259379659e3afda801d67ffeae187a405af55a5de65311bb292

Observation 7b003105-5504-4b92-a008-b2177ae6ad43 · outbound

This paper cites Big AI models for 6G wireless networks: Opportunities, challenges, and research directions,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Big AI models for 6G wireless networks: Opportunities, challenges, and research directions,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.729776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.467126Z digest=sha256:ab66bdbca751992da356010af21e635364070e1238a8794781c6dac949eb20ce

Observation 71e53f82-8469-46ce-910e-5f7894869c6d · outbound

This paper cites Large generative AI models for telecom: The next big thing?.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Large generative AI models for telecom: The next big thing?

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.721887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.469453Z digest=sha256:6764a891304fe288cb6c50caf55120906976d97e90992cc73e8d020db1e566ad

Observation 9b0f6a28-ce0a-4bde-a54a-5f3a4df7cc41 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Learning transferable visual models from natural language supervision,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.714448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.471848Z digest=sha256:9effa71a86163d0a8df2645e32650f132e8b53938507f1eb5a81c9fd090a7eae

Observation ab5a6ef5-9123-4c5a-9125-880e55ea91ee · outbound

This paper cites Language mod- els are few-shot learners,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Language mod- els are few-shot learners,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T14:55:22.474288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:55:22.474288Z digest=sha256:8d7500c6e8d4976f72aa3c55318ec2dedb2bcf09698b0a9eed67975433c10d52

Observation 84e414e3-f709-4c5c-b66e-6be756bbe6c6 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications High-resolution image synthesis with latent diffusion models,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.701683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.476655Z digest=sha256:36b41bd30cb1584cf481bad02b3909273db94acc6ace46904f7492034527b2ca

Observation 663f30c2-95d5-4577-bc68-5b567bea1e3e · outbound

This paper cites Adding conditional control to text-to-image diffusion models,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Adding conditional control to text-to-image diffusion models,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.694260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.478959Z digest=sha256:c4ed4a174279073e32b16a5b781abb791963b9a93e30cd792086feb941eb61c9

Observation d210c17d-a821-4699-a9ea-31efa2a02fab · outbound

This paper cites Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.686741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.481252Z digest=sha256:470964c139e07052d63176c0afc1f2a87f4a4adf07cfa5366c391113e41f6011

Observation a123cc09-4288-4b15-a1ba-82cee8c787d0 · outbound

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

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Deep joint source- channel coding for wireless image transmission,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.678849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.483542Z digest=sha256:77c620cdd9f4f1bb15e5e982d02a57a36387568f3291160905d43901dfc3509b

Observation 3ee6a017-0cad-4c02-9e66-745e2a6ee99d · outbound

This paper cites Semantic communication systems for speech transmission,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Semantic communication systems for speech transmission,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.670646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.485796Z digest=sha256:9a0fbaf31c119ab83f4829e095d92184896b3a7e948c7dbe8a4e684474fa426d

Observation 5b09b2d2-3b18-4559-a5b8-240ae968e212 · outbound

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

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Generative joint source-channel coding for semantic image transmission,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.662985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.488139Z digest=sha256:ff4d7810eee2bc056b248c382cdd6c4d329292cf943419e700ef67325d16aee6

Observation 87cc5f77-a803-46bb-9e7e-01851c777950 · outbound

This paper cites Multimodal se- mantic communication for generative audio-driven video conferencing,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Multimodal se- mantic communication for generative audio-driven video conferencing,

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.655331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.490311Z digest=sha256:f9c3627afef0178dff8f7e677c829a796f7ed755df5639630efa2c6644de314f

Observation 13ad9e1a-d98b-46e7-a66f-2935acba3d67 · outbound

This paper cites Semantic-Aware Power Allocation for Generative Semantic Communications with Foundation Models.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Semantic-Aware Power Allocation for Generative Semantic Communications with Foundation Models

Reference 35

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unresolved
no resolver link, observed 2026-08-06T14:55:22.492761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:55:22.492761Z digest=sha256:0dd8ca54a8aaa43311ba5191cb34177f1bfa9e46269b7baa79f6e233c8dfa68e

Observation ecba1394-a2db-4975-870b-7c8b5e09e0f7 · outbound

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

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Latency-aware generative semantic communications with pre-trained diffusion models,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.647573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.495538Z digest=sha256:05bde8108950000c1ac77e8005965d6401fed48fbb235df320af6b1fcea7c514

Observation eb75d92a-5d0f-478a-8b67-e383aa930018 · outbound

This paper cites Separate Source Channel Coding Is Still What You Need: An LLM-based Rethinking.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Separate Source Channel Coding Is Still What You Need: An LLM-based Rethinking

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T14:55:22.497945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:55:22.497945Z digest=sha256:c7cfd0f63303de3757f83010c779cd13cae642d21c7755a70db100295ba531ab

Observation 350ff43f-a014-45a4-bbda-c3fd34b67a17 · outbound

This paper cites Auto-split: A general framework of collaborative edge-cloud AI,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Auto-split: A general framework of collaborative edge-cloud AI,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.639929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.500460Z digest=sha256:913d341d50cde7e836bac87a576895b424f81dd39ca6cdaae093aaec1818e70c

Observation e44fa065-a785-40d4-82f5-efe03ff20ab9 · outbound

This paper cites Data-Importance-Aware Power Allocation for Adaptive Semantic Communication in Computer Vision Applications.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Data-Importance-Aware Power Allocation for Adaptive Semantic Communication in Computer Vision Applications

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-06T14:55:22.563188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.502790Z digest=sha256:23fac91f458265aca998e8850f55cd53e8cffd44ca0dc1cf87cc07d5f6880320

Observation a92a686e-c444-4c5c-a709-625a8fadcad7 · outbound

This paper cites Goldsmith, Wireless Communications.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Goldsmith, Wireless Communications

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T14:55:22.505356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:55:22.505356Z digest=sha256:2c5f0be3a74d3a6afd3b80c43bf65191167a4ce5a386a4542d4901d09f46ff86

Observation 48723766-d210-49d2-99cb-a22f75300277 · outbound

This paper cites Data-importance-aware waterfilling for adaptive real-time communication in computer vision applications,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Data-importance-aware waterfilling for adaptive real-time communication in computer vision applications,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.627291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.507867Z digest=sha256:d1bf7921668833e3abffea93e8dca921ee91423151e2c83d62a073a3c80b125e

Observation 781c2872-24c2-45d1-8f0f-0774bd841785 · outbound

This paper cites Diffbir: Toward blind image restoration with generative diffusion prior,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Diffbir: Toward blind image restoration with generative diffusion prior,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.619326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.512989Z digest=sha256:93340e2c4733b72ebb808bcc4afdd1aaf0418c64565d24174f16562a12366e61

Observation 53fc2f7c-06e9-4ad4-b794-c9f511d93271 · outbound

This paper cites Making a “completely blind.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Making a “completely blind

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.611625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.515366Z digest=sha256:e283036ee5e11cc49ff44faabad10f4704d5097939bf1be141a929c0ebfabdc0

Observation 13c92a62-1363-43a3-8f48-f8ed8e870057 · outbound

This paper cites Recent contributions to the mathematical theory of com- munication,.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Recent contributions to the mathematical theory of com- munication,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:55:22.603939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.517792Z digest=sha256:6caaf3e61a169abf3cef4156b2f692673b12ecfbf8d8ecd833a7328eb1a24708

Observation d122c4d6-99ae-42b7-a7dd-23b0dcebb262 · outbound

This paper cites Boyd and L.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Boyd and L

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T14:55:22.520163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:55:22.520163Z digest=sha256:e11c0fb04d96f5934ed9cf2a00ac4261c869714c9b9229723e742624fda4ed77

Observation 02a0107f-39b8-497d-8c83-536680401613 · outbound

This paper cites Data-Importance-Aware Waterfilling for Adaptive Real-Time Communication in Computer Vision Applications.

LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications Data-Importance-Aware Waterfilling for Adaptive Real-Time Communication in Computer Vision Applications

Reference 2025

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T14:55:22.550172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T14:55:22.510277Z digest=sha256:0d704bf7fd01f49a3ecaa4d6edb1db1ab21a85baae6d19b4972bc94d8004c9c8

Pith citing papers

Observation 9e16b19e-2e20-4851-96d8-ed5e7a15f534 · inbound

Inference-Driven Uplink for 6G: Architecture, Principles, and Challenges cites this paper.

Inference-Driven Uplink for 6G: Architecture, Principles, and Challenges LightCom: A Generative AI-Augmented Framework for QoE-Oriented Communications

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-05T21:09:37.586570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T21:09:37.377820Z digest=sha256:f818a69558506a8b5dfb512b02d692c7c55b4003d67661779baf7e3d49f25a9c