Pith. sign in

Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.011254Z digest=sha256:2aa3427eba7d78dd414b28f53cd497c4562dd7ee16e576170fd7d5d152537648

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.058230Z digest=sha256:e8f3cc71cf1ea2a70c2be04e78d49a43091714069a8b75032489ac4808176078

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.144550Z digest=sha256:de4936374b63c89426205d19f5f9baa21cf6ba4907744728000b1962f23febc4

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

Resolution
unresolved
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:ae99c8b74738d3b6668c2138d116cbf30e9cc30ca39d22e1982a121ec445c442

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.257684Z digest=sha256:483dbe1c0f12ba5d0b21a4ae71a40878045d8e4fcdd142d0e334ef3329d21bff

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

Resolution
unresolved
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:c5f03416f03e7fd093063ea94af8ac3569b8cdd6b085e1d715a2aaf0a3ea541b

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.427093Z digest=sha256:0b29a8f686152cf589649203a37b248b5c4dbb56b96a190cd3b94fd3fc792cba

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
unresolved
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=sha256:6b20ed36dce9e9147979aa66c75a02b79fc6f66f153040864c5ad136aacbb2c4

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.565878Z digest=sha256:e819b26ff43b88368293ceba36bed60bf0d11fba72f250d424fd0490bd03e32f

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.652757Z digest=sha256:901be71c225d7668a3332e86bc94de351486e1d01ec826332042cffc347e2358

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.679901Z digest=sha256:9e871261c9a3d0ee71c6f05069e10a92ecf7aec17c13f5f0c537f9776a0b1f05

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.738784Z digest=sha256:675e980e32d9b1e214b1b2d10b66c84b0185bcc69b2d83e9b2fd92ebe3cdee11

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.816909Z digest=sha256:654849fdf3d252cc91fecf6899930bd3b0f371b3e8b5b056a34b08ca55bee468

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.883356Z digest=sha256:c66f124ff4647a3208b2295993f95bad10ebd03a59241beb3148cab0656ff19d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:09.980148Z digest=sha256:ce8529bcc015b4fc23dadd8f716f0ad0af0476abc7b35698bebc939b37c9d228

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.064141Z digest=sha256:2f1b93c7f1b052965821b9e60c855ea9d0d8b47b3632000a8cb6251674f82808

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.135918Z digest=sha256:ffddd32d65790e9fce20b5a95602fc86248bae2ba5233a7e17a2e339f8dded88

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.189186Z digest=sha256:eaa6f27783be1ac83e8da51c4c6ef2e339ab897f5e80fa9e407dd6e8d6c1d714

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.234054Z digest=sha256:9037bcb334ace1fdb87f18979a8872cb5607e2dbdb67ab5a9e5507e6ace13ca6

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.269560Z digest=sha256:8d7d48f5570d0022890b3238ef20870d9724785967632a73b5d37d088c7e9563

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.301438Z digest=sha256:c93739f203483eb195fe124cf53181c524a92d8a56ce92b8cdafe41855f40e7b

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.353275Z digest=sha256:6ad39abdc9ce1bc14d9c104c224feb6a49cd4734994d710ab92174810510b12c

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.439124Z digest=sha256:22d96993c44b42a48434ba4ba93e8394f3b358934df7addb64ad373d72eb72d6

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.516952Z digest=sha256:dfb047752dfe0b21a270392f43ed911cb73088947d671bea95488818042054d8

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.575500Z digest=sha256:b4178a7b15a53b9755f6634065ae86866d2275aae4316b104cf78aede641a337

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.616487Z digest=sha256:51f2a341b7121ac20bc11d74f338358f5b8e8b204932479c35f90a3eec016906

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.662257Z digest=sha256:e9529a3877fdea523aa1657e47ba1d663921c56abdbdaaec215b33f0cf1ef06b

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.741911Z digest=sha256:8d16f8c626a07c9b1c737adc289c041700d751dd62eb421d1400e05760d1be4a

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.771027Z digest=sha256:60adb4ddf716a5f78ae484e01380bc48463ceac81851dafc92c10229e089706d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.826972Z digest=sha256:7416cc4afbb4e8257e97a0474d64490c25b738e717eec6389369ab781319010b

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.900687Z digest=sha256:bd05f11fcfb0c0840377477d449f77791388d770d189991667b260eecd5b4f5f

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
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:10.955617Z digest=sha256:08d91113378bca8a8264d0292397b373ee1251bb0dc870c3f2d3bfb047276163

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.014634Z digest=sha256:35de560cac94d67e6846005f6a2fe39be0c3ca804b7fc8ee230f05d7c1c65b87

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=sha256:6a5422ab3735672c6c856af22d3b271c5342b6b096a1868bb4500998e01b7737

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.120132Z digest=sha256:0a7cb08351cd35b87aa6e0f6b74761ff81b9ac4e2b82b5010073c4d5ffda8663

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.170135Z digest=sha256:5c33955ec4497fa57e33d357e3d50f5fd7913b06c7a71cdea40c9ac15574c8e4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.224069Z digest=sha256:341af7f76c74391986d8a8b4218c2336e58429533f2f2e9b65a16e2be15f08f5

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=sha256:35cb3aba752c73aa97cd66012445fcd22d9cf998c7bc717f43be9cf66dfe6135

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.327139Z digest=sha256:6a40d2f91c38451643308bfe36acced462d1573cad8a827678d242170b7b23ae

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.362118Z digest=sha256:66b260b066a7297154b5ff400df13550098f373a52c27d382b5226b7c53fc84e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.392620Z digest=sha256:937966432d79096e5cb84f08dc7b92e6b9d8673ffaf49972acd825910bfc87c1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.433300Z digest=sha256:bfebb3fcf44aaf6e0621ab820fb0bf43d7f93dc5ed0aae28e1259a3c45f085e4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.519289Z digest=sha256:667c53b74934872f15584a4fcb675afd71b2da58e2df0a6ca8acb4534adfceef

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.585075Z digest=sha256:ab55e6d817739d7fafc63ffc68a99d5aeb4c3010b5be9d5657bbc4538a33de91

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=sha256:0201d93a35ed692dcd690716f482577a0cbc1bbd336bafb1a637d8b9d2c50c42

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.727304Z digest=sha256:9f58b383c70ba34af4d2c7cd2819851e0fa51e73e51a68d1bc9d332990d796a2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.749853Z digest=sha256:82a6468954c629b1f8af739b8ab30f1acbf725823d2ddc7bef770a9e0079769e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:11.864523Z digest=sha256:110504b8c4df3277a10a1d30af7ba6864094b08bd1b53dabd67da03d8c944337

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.005953Z digest=sha256:ee3c9e3b1433183395d380ade24d56b68124134096a468946416685676beab47

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.105724Z digest=sha256:49c60ab349cba1b5c85ad04bd649c6ecbba6874eb615bb77d0330ef137d0d93e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.201723Z digest=sha256:92496bc324a01f0c21d4f2e6f04ddf15a7ea231375e1d4202c76aff4ce7e2a88

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.303618Z digest=sha256:665d6f68ff8a2860b96fb5e9e75fd44ea41c43d505877fc00ee4032671cba9d1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.437598Z digest=sha256:91a4a86822bfa8b1529a1297861d44d20cdc6e8ae4253a2f80b91d1274409969

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.551453Z digest=sha256:9b021619f1a16e72de7609f721e1179662c2f8d079f6a6315c29831db3f2d338

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T22:21:12.644969Z digest=sha256:4f10351ad5172bb1e38e6d49ef188ae0a9d8ac083d0f93f5c600b511e3272511

Pith citing papers

No inbound Pith citation observations are available.