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Paper Citation Record · LEDGER

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments

As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2506.21900.

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

pith.paper-citation-record.v1
2506.21900 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:12.644969Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

55 of 55 outbound references displayed

  • verified exact1
  • verified fuzzy48
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 45de24af-ca5f-4ea2-91ea-6b8b5929e84c · outbound

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

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 1

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raw_fallback, observed 2026-08-06T22:21:20.353053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.011254Z digest=sha256:80129c3854c98a814a89b410e06ccd2aa8a5ba68c551853e32715be3a5780317

Observation 90b6a6ff-8c8d-4564-b81b-dd071a89c59d · outbound

This paper cites 6G networks: Beyond shannon towards semantic and goal-oriented communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments 6G networks: Beyond shannon towards semantic and goal-oriented communications,

Reference 2

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raw_fallback, observed 2026-08-06T22:21:20.161756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.058230Z digest=sha256:783456129d11c60c06e2d223e3199639930d31ab2eb3def0ca5fe480c27fdd47

Observation f683e66e-7a82-483c-a581-50f62b127f53 · outbound

This paper cites Learning task-oriented semantic communi- cation for edge computing,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Learning task-oriented semantic communi- cation for edge computing,

Reference 3

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raw_fallback, observed 2026-08-06T22:21:19.942005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.144550Z digest=sha256:1427c92cdfa0ef2986ab87601bd6b0e8f1676513e59c4d84df34487d415799d4

Observation 241063ff-6e0c-4ff1-add3-f604abc67df7 · outbound

This paper cites Semantic Communications: Principles and Challenges.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Semantic Communications: Principles and Challenges

Reference 4

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no resolver link, observed 2026-08-06T22:21:09.195173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:09.195173Z digest=sha256:631dd2c253ffd927dbdf8898e5625c13efa2665616fd1264a59b79525bafab52

Observation a6bdc0fa-1894-47f5-ada7-5f0f022a3a08 · outbound

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

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep joint source- channel coding for wireless image transmission,

Reference 5

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raw_fallback, observed 2026-08-06T22:21:19.771034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.257684Z digest=sha256:58665da8ce20780ef99e8e589c7a56597b76d09e98029a937e90b2ebf99c1269

Observation e3ea8ce8-c2e0-40b2-9741-5df462b4ba7a · outbound

This paper cites DeepJSCC-f: Deep joint source-channel coding of images with feedback,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments DeepJSCC-f: Deep joint source-channel coding of images with feedback,

Reference 6

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no resolver link, observed 2026-08-06T22:21:09.317411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:09.317411Z digest=sha256:b6b631bfd801eed2cca19cbb023bcc426e83ab65f4fec757d689e5d9cca26682

Observation c1b694a4-2349-41ca-bc25-9922540a5259 · outbound

This paper cites SwinJSCC: Taming Swin Transformer for deep joint source-channel coding,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments SwinJSCC: Taming Swin Transformer for deep joint source-channel coding,

Reference 7

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raw_fallback, observed 2026-08-06T22:21:19.533060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.427093Z digest=sha256:6d38b11508672118d78f7ff779aad8a2e1eba2c8caa6ed19649e4d3cd41c42a8

Observation 59d95b16-32ed-4696-96cf-9ed60c01f08d · outbound

This paper cites Diffusion-Aided Joint Source Channel Coding For High Realism Wireless Image Transmission.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Diffusion-Aided Joint Source Channel Coding For High Realism Wireless Image Transmission

Reference 8

Resolution
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no resolver link, observed 2026-08-06T22:21:09.488207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:09.488207Z digest=sha256:f23b55fbc17ec95ce0c8b2c407c2d0ecdf805a2f6b92875c49021dced4bd62ad

Observation 17055562-bd52-4ea4-987e-499812e12b54 · outbound

This paper cites Vector quantized se- mantic communication system,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Vector quantized se- mantic communication system,

Reference 9

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raw_fallback, observed 2026-08-06T22:21:19.309568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.565878Z digest=sha256:fd68f214664c6a0d318c7e47487e8c23e887fe759bdd453ddf6862657fd5ad71

Observation 47e64462-faef-4999-85ef-8c60ce3edff1 · outbound

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

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep joint source-channel coding for wireless image transmission with semantic importance,

Reference 10

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raw_fallback, observed 2026-08-06T22:21:19.126398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.652757Z digest=sha256:e2f944e51722d064126f05e8d70d707a45660b331aa7abe15ee1a7a6a4ab48d7

Observation 0c755d74-a684-433b-9ce8-b48558b289b7 · outbound

This paper cites Feature importance-aware task-oriented semantic trans- mission and optimization,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Feature importance-aware task-oriented semantic trans- mission and optimization,

Reference 11

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raw_fallback, observed 2026-08-06T22:21:18.973003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.679901Z digest=sha256:da994396805b3820e1aa3c8ad84553747180d46286528d60e5bd35870e547df7

Observation 838e8114-09cd-4563-8d2d-8217f404d6a9 · outbound

This paper cites Scene graph semantic inference for image and text matching,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Scene graph semantic inference for image and text matching,

Reference 12

Resolution
verified exact
doi, observed 2026-08-06T22:21:12.807945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.738784Z digest=sha256:dec12c0729d8b91e258d27e8955581c76e73f51c3e9ef3523920ad17c6ed57ee

Observation e43a926a-18a0-47d9-9f17-5be2aa41a516 · outbound

This paper cites Elucidating the design space of diffusion-based generative models,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Elucidating the design space of diffusion-based generative models,

Reference 13

Resolution
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raw_fallback, observed 2026-08-06T22:21:18.801812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.816909Z digest=sha256:70b7048fd2dae45542988daf281fd2d49e714b4c7b7fc87218e5591ffbd1998f

Observation 33cd34b2-c584-4e00-9ab9-42c0ae01103f · outbound

This paper cites Task- oriented communications for 6G: Vision, principles, and technologies,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task- oriented communications for 6G: Vision, principles, and technologies,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:18.687988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.883356Z digest=sha256:a1df30fa93d1f1a436fea97cdda8e1d1ae7d3f4d7c52f0b90a32281d075e8186

Observation e205abdf-ce55-4aaf-8481-68ef2afc5140 · outbound

This paper cites Semantic communications for image recovery and classification via deep joint source and channel coding,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Semantic communications for image recovery and classification via deep joint source and channel coding,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:18.589822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:09.980148Z digest=sha256:ed11967d4aa79156e14bc04c445516fa9be52bb0f40bb16e43d6682123c9edc7

Observation f3673b6a-a67c-4ded-bcc1-ccdc8bfaa95b · outbound

This paper cites Task-oriented scene graph-based semantic communications with adaptive channel coding,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task-oriented scene graph-based semantic communications with adaptive channel coding,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:18.471690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.064141Z digest=sha256:421a4ba1bbde72dff5bcf56319a1caad4bbf671e2a6fa52bda69a7d72d15fbdd

Observation b0ab1c82-9b47-485e-befd-242a49885da8 · outbound

This paper cites CDDM: Channel denoising diffusion models for wireless semantic communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments CDDM: Channel denoising diffusion models for wireless semantic communications,

Reference 17

Resolution
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raw_fallback, observed 2026-08-06T22:21:18.378699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.135918Z digest=sha256:23553123b399ea097345c3c1259a75b596d1ed657e290b117aa77dbfb7ab64c0

Observation 698085f4-d706-4c0c-aa55-c9a17c874d4e · outbound

This paper cites A hybrid wireless image transmission scheme with diffusion,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A hybrid wireless image transmission scheme with diffusion,

Reference 18

Resolution
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raw_fallback, observed 2026-08-06T22:21:18.271218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.189186Z digest=sha256:8e6637ddbb5c5319c8b1ec9073048c9b6b88ca49fb8e20a7fda008aa54560dbb

Observation 979dbce4-be95-45b5-af9b-3dea3e0574fa · outbound

This paper cites A multi-task oriented semantic communication framework for autonomous vehicles,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A multi-task oriented semantic communication framework for autonomous vehicles,

Reference 19

Resolution
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raw_fallback, observed 2026-08-06T22:21:18.148553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.234054Z digest=sha256:5d89bd71d833c84c39b73d6583c2bb6616ba7e7da7ecb1ed8b30ccb05de0f448

Observation efae2ad2-9a60-4230-84da-f2e8ed3053b6 · outbound

This paper cites Task-oriented explainable semantic communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task-oriented explainable semantic communications,

Reference 20

Resolution
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raw_fallback, observed 2026-08-06T22:21:18.027335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.269560Z digest=sha256:22382274b36943bf15dcb2eb55166cd47e26b172acbc8dd1a421428cfcf56fd7

Observation 208b527f-d29f-464d-a2e1-95c3f899b4df · outbound

This paper cites Semantic transfer between different tasks in the semantic communication system,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Semantic transfer between different tasks in the semantic communication system,

Reference 21

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raw_fallback, observed 2026-08-06T22:21:17.930261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.301438Z digest=sha256:d3e390f06c168609ceff3123047f9a5011bcbc2afb6ad47a6400c553697a4b93

Observation a59ee3f0-d264-40b6-9d5e-7d63187a0b37 · outbound

This paper cites Joint source-channel coding for channel-adaptive digital semantic communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Joint source-channel coding for channel-adaptive digital semantic communications,

Reference 22

Resolution
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raw_fallback, observed 2026-08-06T22:21:17.744348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.353275Z digest=sha256:691e4e413da349d45ff653279da21a2c3f6c3b67aaa3ac1ce7aac559b99dc1f2

Observation 77582044-94dc-4c0b-88dc-d19e837e1b45 · outbound

This paper cites Channel- aware deep joint source-channel coding for multi-task oriented semantic communication,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Channel- aware deep joint source-channel coding for multi-task oriented semantic communication,

Reference 23

Resolution
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raw_fallback, observed 2026-08-06T22:21:17.530930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.439124Z digest=sha256:067e6bda07a4988e39c2471bc1898e198853818be5b24b5b5a7617ff520f7db8

Observation 461bcbdd-757a-4969-9078-612fcebdaa02 · outbound

This paper cites Deep reinforced segment selection and equalization for task-oriented semantic communication,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep reinforced segment selection and equalization for task-oriented semantic communication,

Reference 24

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raw_fallback, observed 2026-08-06T22:21:17.335757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.516952Z digest=sha256:01881f2244efb91aea7256341d1671e788d72ff631d45f2757d662381cf73870

Observation 2a17c6a2-aea0-4a26-b1cc-c31de9e30e7a · outbound

This paper cites Adaptable semantic compression and resource allocation for task-oriented communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Adaptable semantic compression and resource allocation for task-oriented communications,

Reference 25

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raw_fallback, observed 2026-08-06T22:21:17.203857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.575500Z digest=sha256:504ba21f64c4fab68c9eee6cdac10eae5f8a5afe3b7b85d032f11143407c8123

Observation d641226c-6bcf-4a95-8d61-9e3514382370 · outbound

This paper cites Joint task and data-oriented semantic communications: A deep separate source-channel coding scheme,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Joint task and data-oriented semantic communications: A deep separate source-channel coding scheme,

Reference 26

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raw_fallback, observed 2026-08-06T22:21:17.099675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.616487Z digest=sha256:bdd527b184a585fb7fa9361fafb0d00d08a26d77be9cf90efe5b5e45ba9a400d

Observation 75fc712f-7abb-46c8-a72f-f81e61089822 · outbound

This paper cites Rate-adaptive coding mechanism for semantic communications with multi-modal data,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Rate-adaptive coding mechanism for semantic communications with multi-modal data,

Reference 27

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raw_fallback, observed 2026-08-06T22:21:16.954516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.662257Z digest=sha256:c11dbe75bcfacb68981406f6fea17365717aeb0add75accd33f48b66466e09ee

Observation fbcdb924-9457-4e07-b021-47923bcd6b17 · outbound

This paper cites Digital-analog transmission framework for task-oriented semantic communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Digital-analog transmission framework for task-oriented semantic communications,

Reference 28

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raw_fallback, observed 2026-08-06T22:21:16.825724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.741911Z digest=sha256:b1c5454688d1d16dc3bed904d99188ce8e84d7890413ac5c2d58f4eac4714f55

Observation 29d83531-6292-4544-878f-120f7d4a0c96 · outbound

This paper cites Learning task-oriented communication for edge inference: An information bottleneck approach,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Learning task-oriented communication for edge inference: An information bottleneck approach,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:16.719479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.771027Z digest=sha256:75b70d28b5562ae31cf61e78aaa6c6dca556583511f342c23636e1f9a241f7b9

Observation 44b5bf2d-6a85-46d6-9b79-4742ffb5612e · outbound

This paper cites Toward semantic communications: Deep learning-based image semantic coding,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Toward semantic communications: Deep learning-based image semantic coding,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:16.486197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.826972Z digest=sha256:914b21017674d395831c4072d1b06764b5bd1327cd4c1e37a01f5bcfa9ddac12

Observation 2484cf68-d710-43e1-91ca-6d0824f853c7 · outbound

This paper cites Robust information bottleneck for task-oriented communication with digital modulation,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Robust information bottleneck for task-oriented communication with digital modulation,

Reference 31

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raw_fallback, observed 2026-08-06T22:21:16.286744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.900687Z digest=sha256:83561b22e1bd4196ef1cdfbafbb286026d78d8b1ba140c60002e5bc16d33bae0

Observation db0ed0f7-65c6-439c-9150-115a7b329dc8 · outbound

This paper cites Adaptive modulation and retransmission scheme for semantic communication systems,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Adaptive modulation and retransmission scheme for semantic communication systems,

Reference 32

Resolution
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raw_fallback, observed 2026-08-06T22:21:16.130783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:10.955617Z digest=sha256:9d350e668129eab6aed8ae4020de95dd497577566407d5bfea4005776f84ddef

Observation 01b72186-6575-42d1-a305-8c7d01b80dff · outbound

This paper cites WITT: A wireless image transmission transformer for semantic communications,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments WITT: A wireless image transmission transformer for semantic communications,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:15.947641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.014634Z digest=sha256:9269e454ed0c680012e86995c346455d29835ceef0a3428d2f11b7fb8e2da559

Observation 3c3c9dec-e42b-411f-a83e-53dea4e0a25f · outbound

This paper cites Channel-adaptive wireless image transmission with OFDM,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Channel-adaptive wireless image transmission with OFDM,

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T22:21:11.045336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:11.045336Z digest=sha256:e7610038bb53df18ff4d673d14af6cfa7839356293d9b8978e9f036356c254fa

Observation 00dfe4bd-b91b-4873-9acb-5219f94a2e35 · outbound

This paper cites OFDM-guided deep joint source channel coding for wireless multipath fading channels,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments OFDM-guided deep joint source channel coding for wireless multipath fading channels,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:15.760923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.120132Z digest=sha256:369b4e5e4c41df385717eba2e3084d487331556ac782db5bd50a19a3c961f500

Observation a2310054-ce65-4158-9529-cd4bfaa7d865 · outbound

This paper cites Deep joint source-channel coding for wireless image transmission with adaptive rate control,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep joint source-channel coding for wireless image transmission with adaptive rate control,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:15.663113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.170135Z digest=sha256:0c61b0ea930ee4da9099fb0fe867735678dd67f7c75c065c0f20305b5d3ac5ba

Observation 1848cce8-a8a6-4bfa-a4ee-222c31427db1 · outbound

This paper cites Predictive and adaptive deep coding for wireless image transmission in semantic communication,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Predictive and adaptive deep coding for wireless image transmission in semantic communication,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:15.505714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.224069Z digest=sha256:bcdae24f7bc3ce2a93fd13c39c650ca2b7b42da8c6c001eea9735bb779fd83f6

Observation 9286c38f-2627-47e3-8fef-b3782fcc7fb9 · outbound

This paper cites Robust semantic communications with masked VQ-V AE enabled codebook,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Robust semantic communications with masked VQ-V AE enabled codebook,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T22:21:11.266230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:11.266230Z digest=sha256:8b26fa39e8fd81b0bf8e9d6fc4d0c41c211f96f08cdbacc017593dcb78ada425

Observation d32ea769-5ce5-403c-940a-31e09834c709 · outbound

This paper cites Infomax neural joint source-channel coding via adversarial bit flip,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Infomax neural joint source-channel coding via adversarial bit flip,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:15.230158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.327139Z digest=sha256:d501f52d9c3672a0242fb6f46b3b4dca7d11088f1c40efd90235f29d7943a0ac

Observation 14eee852-87f5-48e9-a01a-3e4a5e333f56 · outbound

This paper cites DeepJSCC- Q: Constellation constrained deep joint source-channel coding,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments DeepJSCC- Q: Constellation constrained deep joint source-channel coding,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:15.069362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.362118Z digest=sha256:3f752ecd11a46f39e392fd1230d617c4189b8c3d8544196c7dff17aea053389e

Observation bc0259f1-637b-47b8-8e63-58b773b41f24 · outbound

This paper cites Learning based joint coding- modulation for digital semantic communication systems,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Learning based joint coding- modulation for digital semantic communication systems,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.896960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.392620Z digest=sha256:db79c2e036ac228bc668365c49e64d6bb56125b20fe74f0bd404d9a9655a3e3d

Observation 38bea6d2-6385-47aa-ba6d-aa79317a58b9 · outbound

This paper cites Multi-level semantic-aware communication for multi-task image transmission,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Multi-level semantic-aware communication for multi-task image transmission,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.734814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.433300Z digest=sha256:dad85a17ba4c9ce603c1552742ce197a9c408d6550818691ee8adab3722d4262

Observation 37758dce-8512-4443-baa5-2929bb98875a · outbound

This paper cites Personalized saliency in task-oriented semantic commu- nications: Image transmission and performance analysis,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Personalized saliency in task-oriented semantic commu- nications: Image transmission and performance analysis,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.589194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.519289Z digest=sha256:39a8312dcef35a91df07d3cb51c4f5e1985e977b7e027cfb9a0e4541375be08d

Observation 62eda792-cbaa-419e-b0f6-aecffec09be9 · outbound

This paper cites Task-oriented communications for nextg: End-to-end deep learning and ai security aspects,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task-oriented communications for nextg: End-to-end deep learning and ai security aspects,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.409205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.585075Z digest=sha256:470adf822313df81de4abf902ffe7f4195a48029888f5da073885c218e2ec3b6

Observation cce0e58f-5880-4859-b6d4-0d455960a1e0 · outbound

This paper cites Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T22:21:11.651949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:11.651949Z digest=sha256:0f8869667aab1bde460d3b1b2cf6da43bc9dc02374ecac80f7721b34f2e4b4b6

Observation d2992e5c-9272-4500-9392-5ecd27ebb438 · outbound

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

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Latency-aware generative semantic communications with pre-trained diffusion models,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.286281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.727304Z digest=sha256:2914283ce1f25c4dae1adf4b447e492ec502fad648c85c4d506443f60b174bd9

Observation dc85b30a-977d-49fe-ba71-cb6e28a975c1 · outbound

This paper cites Latent diffusion model-enabled low-latency semantic communication in the presence of semantic ambiguities and wireless channel noises,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Latent diffusion model-enabled low-latency semantic communication in the presence of semantic ambiguities and wireless channel noises,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.177068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.749853Z digest=sha256:8ebb80fa3c27cd7ec3c69c9c94cbfb4c8c1942ea66fae8df2f9d6d031c9b0dc7

Observation 95c881d8-393b-404d-a811-1066c7271f7a · outbound

This paper cites A multi-task semantic commu- nication system for natural language processing,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A multi-task semantic commu- nication system for natural language processing,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:14.091845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:11.864523Z digest=sha256:7741d88e774f6d5695b2614b81a002be49101e9a05fd9fd0e0fc10e57763bd70

Observation 103bb1af-2f93-435b-ac97-082eb86e2dc2 · outbound

This paper cites A unified hierarchical semantic knowledge base for multi-task semantic commu- nication,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A unified hierarchical semantic knowledge base for multi-task semantic commu- nication,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.866111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.005953Z digest=sha256:9a5da09e779af17bb8aa5e097fdab5b901208e51dd1ad969c20a81b4873b2a87

Observation a3361f8a-0844-4312-be25-ee08feaa9fe6 · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments LoRA: Low-rank adaptation of large language models,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.734059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.105724Z digest=sha256:59b8424f25ccdadc1dc0e9eb80bda9a4988d3a1aac8046e607a2dc3c573950e8

Observation c9273ebe-1eb8-4fb1-8f89-6a05233ff53e · outbound

This paper cites Denoising diffusion probabilistic models,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Denoising diffusion probabilistic models,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.597246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.201723Z digest=sha256:4907e81b9755aa5997f60e9b377e4a4421490da9d3b80f065586f76d0fd8359b

Observation ac790b2c-6942-4b1c-84c5-c2d443bf78c5 · outbound

This paper cites Detection and imputation-based two-stage denoising diffusion power system measurement recovery under cyber-physical uncertainties,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Detection and imputation-based two-stage denoising diffusion power system measurement recovery under cyber-physical uncertainties,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.529219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.303618Z digest=sha256:dd5ecb594c6cc1b401c0e7fd73a056e51ee69253369b410db243512d798c0ec2

Observation 5615a7da-41ff-4bb1-913a-d40fdd41c2e5 · outbound

This paper cites Neue methoden zur approximativen integration der differentialgleichungen einer unabh ¨angigen ver ¨anderlichen,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Neue methoden zur approximativen integration der differentialgleichungen einer unabh ¨angigen ver ¨anderlichen,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.357933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.437598Z digest=sha256:67ddfa4915d1f79e8e47c6c5b5e1b13b046fa02ff267133c5bc60127a6ef8ec0

Observation c04c9946-2e62-4b8d-b626-6cf9f902a73a · outbound

This paper cites Delving deep into rectifiers: Surpassing human-level performance on ImageNet classification,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Delving deep into rectifiers: Surpassing human-level performance on ImageNet classification,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.197017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.551453Z digest=sha256:c3a84d332eebd64b4702c9d0dac71789ea2a89769d2479dedc20f2e47a9ef248

Observation 61689888-5aba-4e4d-a5e4-f237fe38a65e · outbound

This paper cites Understanding the difficulty of training deep feedforward neural networks,.

TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Understanding the difficulty of training deep feedforward neural networks,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.057800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:12.644969Z digest=sha256:1023e1795ea1d570ed3870cb99f1a6cea377579e5a9cd2e80e8ffe3ee5035312

Pith citing papers

No inbound Pith citation observations are available.