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Paper Citation Record · LEDGER

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning

As of 23 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2508.15185.

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

pith.paper-citation-record.v1
2508.15185 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:10:50.177111Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

46 of 46 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 21c831cf-d8bc-4ac1-9543-144210f32026 · outbound

This paper cites Edge artificial intelligence for 6G: Vision, enabling technologies, and applications,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Edge artificial intelligence for 6G: Vision, enabling technologies, and applications,

Reference 1

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unresolved
no resolver link, observed 2026-08-05T18:10:46.736809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e0e53888-b683-40b6-8575-379cafb5dfe7 · outbound

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

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Task- oriented communications for 6G: Vision, principles, and technologies,

Reference 2

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unresolved
no resolver link, observed 2026-08-05T18:10:46.849549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:10:46.849549Z digest=sha256:a8e7668311d85bcf7eea0582d9decc79370f978fb2a8d304208736e9e4494bbd

Observation 86b7d3a7-1b2b-4ae3-b3f5-735791eb94a0 · outbound

This paper cites Integrated sensing- communication-computation for edge artificial intelligence,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Integrated sensing- communication-computation for edge artificial intelligence,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:58.348378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 5b3dca2e-32d8-4bcb-8a3f-c20cdb60ec1c · outbound

This paper cites A survey on integrated sensing, communication, and computation,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning A survey on integrated sensing, communication, and computation,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:58.165861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.076558Z digest=sha256:1e8f16e31d66981c6d4f3004743a58668f155b7e62d126a5ecdeabc8f2bca69f

Observation db7cc2bf-c450-49e6-9306-dfaa5f2b74e5 · outbound

This paper cites Integrated sensing and communications: Toward dual-functional wire- less networks for 6G and beyond,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Integrated sensing and communications: Toward dual-functional wire- less networks for 6G and beyond,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:58.034530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.162205Z digest=sha256:b54937a1075644c4377ee44508aa7d45cac929bc8a6efb0cb8e548a39aabc27e

Observation cdbb91aa-fa10-43f3-85f3-d842cdfefac3 · outbound

This paper cites Broadband analog aggregation for low-latency federated edge learning,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Broadband analog aggregation for low-latency federated edge learning,

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:57.892157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.243757Z digest=sha256:f4cae1ff7ad74822a71a1efbb40b214606dca0d8bd51f327ae4232474e545d95

Observation f1cb38fb-6d6d-4ea0-b61b-a6b363d19313 · outbound

This paper cites Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:57.746854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.368601Z digest=sha256:e4888bd31910e953f805197bf8b06d2484e378165922ff763ed0310700c9808c

Observation c2afad74-4a49-4fb6-a4bb-de73b61d1465 · outbound

This paper cites Federated learning via over- the-air computation,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Federated learning via over- the-air computation,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:57.524751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.465744Z digest=sha256:a71ac2cf2e7cb74007dcb1de1bd6c3e50ab5a88c4a42be0c807b9ab1bbf8c75a

Observation 00a7cdaf-854a-4d2a-9a91-670d58bf1356 · outbound

This paper cites Optimized power control design for over-the-air federated edge learning,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Optimized power control design for over-the-air federated edge learning,

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:57.356798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.547332Z digest=sha256:2ec4b7360ee73b4cca66607ee5e72e89deecd1d5f9e1f6117ef11fb3800cb2cb

Observation 83a00670-6f7c-4bed-b9aa-7a6ae9a1fa90 · outbound

This paper cites MIMO over-the-air computation for high- mobility multimodal sensing,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning MIMO over-the-air computation for high- mobility multimodal sensing,

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:57.208259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation d1045882-1951-451c-ac5b-0d08c9a7122b · outbound

This paper cites Integrated sensing, communication, and computation over the air: Beampattern design for wireless sensor networks,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Integrated sensing, communication, and computation over the air: Beampattern design for wireless sensor networks,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:57.061860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.686840Z digest=sha256:2d7290eeec72199515246438ea2778c5a68fcfa85780fc8667c46d5aecd3a1fe

Observation 9d9c8032-86a4-49e5-9b94-873df0369196 · outbound

This paper cites Spectral coexistence of MIMO radar and MIMO cellular system,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Spectral coexistence of MIMO radar and MIMO cellular system,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:56.887949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.742999Z digest=sha256:3abb65dde24df7184aff7492843c43034ca906fa0046b09e7cdf88d4dd5b7b76

Observation 378fa5dc-6e66-46a7-8875-be6949e94421 · outbound

This paper cites Adaptive interference removal for uncoordinated radar/communication coexistence,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Adaptive interference removal for uncoordinated radar/communication coexistence,

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:56.712345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.810346Z digest=sha256:49c01d336e8b076db1c7d3c482474af5f4f4a2d8110f3f37f9ebc3641b2f1e53

Observation 9757f323-8744-43ee-954b-ab494a661baf · outbound

This paper cites Generalized transceiver beamforming for DFRC with MIMO radar and MU-MIMO communication,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Generalized transceiver beamforming for DFRC with MIMO radar and MU-MIMO communication,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:56.512440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.871407Z digest=sha256:04e405172a244df556e5487476fbd5879aef555cb2a8062ea9bddd6b0b98cbb4

Observation 4692f33d-418b-43b0-89de-8c575f5666e7 · outbound

This paper cites Integrated sensing and communication waveform design with sparse vector coding: Low sidelobes and ultra reliability,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Integrated sensing and communication waveform design with sparse vector coding: Low sidelobes and ultra reliability,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:56.334818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:47.962510Z digest=sha256:c4b97b85cb3e63217760f85743e10eeece5317e6282751a24c252d443e884f22

Observation 7f14d1ee-44b6-4487-848e-ac7b20ebe35b · outbound

This paper cites Optimal transmit beamforming for integrated sensing and communication,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Optimal transmit beamforming for integrated sensing and communication,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:56.151384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation d6d168e3-472c-48f4-8a4f-31edd0a153ee · outbound

This paper cites MAJoRCom: A dual-function radar communication system using index modulation,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning MAJoRCom: A dual-function radar communication system using index modulation,

Reference 17

Resolution
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raw_fallback, observed 2026-08-05T18:10:55.900105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.088724Z digest=sha256:7d73c5995b5b1c655e847656900e654a31b44885ca11c2ebe75611fde0d2eb89

Observation a6f1fb45-0d9e-43c8-8c1f-681da8c03963 · outbound

This paper cites Power allocation for coexisting multicarrier radar and communication systems in cluttered environments,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Power allocation for coexisting multicarrier radar and communication systems in cluttered environments,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:55.766678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.145764Z digest=sha256:577018b5f90c507b4234efaea0536b1a0a6923a8001436b8d7c409fa23eb7c6d

Observation b885421c-e42a-422c-a79d-31d8990e1767 · outbound

This paper cites An information-theoretic approach to collaborative integrated sensing and communication for two-transmitter systems,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning An information-theoretic approach to collaborative integrated sensing and communication for two-transmitter systems,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:55.611302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.233397Z digest=sha256:e4ce43117955adb13c9b68c0cd9c071099a3deeb4e3d562032b8ec5ea5abec10

Observation 94aab51f-94f4-4393-a45d-95d89a39103b · outbound

This paper cites MIMO integrated sensing and commu- nication: CRB-rate tradeoff,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning MIMO integrated sensing and commu- nication: CRB-rate tradeoff,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:55.431997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.300166Z digest=sha256:e5f6cc37822a5e5f40a97dfac2c7a9497bf410e15b191bbacecbaab694f0a3df

Observation 4511a621-0a33-4e60-910c-5f9a322dde4b · outbound

This paper cites Reduced-dimension design of MIMO over-the-air computing for data aggregation in clustered IoT networks,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Reduced-dimension design of MIMO over-the-air computing for data aggregation in clustered IoT networks,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:55.229965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.360051Z digest=sha256:06b25a1825db32f3b771f323ff846377b88788324a68dbd845354b84cee451ce

Observation ef3d6800-f9b8-4de6-8c70-a9ad2944fff7 · outbound

This paper cites Optimized power control for over-the-air computation in fading channels,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Optimized power control for over-the-air computation in fading channels,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:55.059254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.448800Z digest=sha256:eabe0821e7771cdec48bedecfda580bcb7fd98e6b21a555db47af0f5cdee78d5

Observation 091f4f2b-d824-4508-9362-ec8d689d9c6e · outbound

This paper cites An overview on over-the-air federated edge learning,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning An overview on over-the-air federated edge learning,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:54.858978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.519852Z digest=sha256:b211fb03c58719b92ee2b53ad18b271c5b791c8420882a54c96a5627e6073c6f

Observation 3b5acb47-fff7-4a26-aa00-99d3c465fb7c · outbound

This paper cites Integrated sensing and communication for edge inference with end-to-end multi- view fusion,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Integrated sensing and communication for edge inference with end-to-end multi- view fusion,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:54.659932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.579499Z digest=sha256:f1a71ef1588281b0fa22c70d6b457f81bb3361ccb0ded1bf9203679bc76443cc

Observation 54db2699-d60b-4793-993f-1b343ca1f6f7 · outbound

This paper cites ISAC- accelerated edge intelligence: Framework, optimization, and analysis,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning ISAC- accelerated edge intelligence: Framework, optimization, and analysis,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:54.429820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.639422Z digest=sha256:7c1a78dc172c6cde4f8637cbfc5e3b36555e8adae08a7557559edbaa53ddbeac

Observation 49f81b53-6a8c-4d7a-b206-db58f0d614b8 · outbound

This paper cites Wifederated: Scalable WiFi sensing using edge-based federated learning,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Wifederated: Scalable WiFi sensing using edge-based federated learning,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:54.252492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.702083Z digest=sha256:0cb2fddc1cfd4b75ff284cfcf508fcacbe7475ab3f67131a46d344285727a01a

Observation 27c8c231-dd49-41fb-ba44-881374b89aba · outbound

This paper cites Vertical federated edge learning with distributed integrated sensing and communication,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Vertical federated edge learning with distributed integrated sensing and communication,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:54.105789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.781040Z digest=sha256:f090045f094ce836a5a0b7902480f861c574fe90a48056c36ab9e2ff3097ad36

Observation 94aab828-9fbe-4280-bac7-6b0df7ad3bba · outbound

This paper cites Communication-efficient personalized federated edge learning for de- centralized sensing in ISAC,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Communication-efficient personalized federated edge learning for de- centralized sensing in ISAC,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:53.947889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.847492Z digest=sha256:0c3ca5ea445c62d04c1d71f95ab0e9960245ef9e950ad1d6d4cca7853de34b70

Observation 3a6d9500-87d8-48ec-bad4-6bff1d94f7d2 · outbound

This paper cites Multi- task learning resource allocation in federated integrated sensing and communication networks,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Multi- task learning resource allocation in federated integrated sensing and communication networks,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:53.753784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:48.938530Z digest=sha256:5d523368797fee5bf7dc733f79dba50e3272111b2c70d6caa95a5edc93825a03

Observation a1c0a4b0-c5af-42e3-95d9-837ab30a1850 · outbound

This paper cites To- ward ambient intelligence: Federated edge learning with task-oriented sensing, computation, and communication integration,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning To- ward ambient intelligence: Federated edge learning with task-oriented sensing, computation, and communication integration,

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:53.521921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.027043Z digest=sha256:b98a1ab7b1fce8b6ceb4365a085de53af20ccd39c500e0090289b0538a0f61fa

Observation 508079f1-e8ee-458e-8e6b-67dc7ad94658 · outbound

This paper cites Theoretical analysis and performance evaluation for federated edge learning with integrated sensing, communication and computation,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Theoretical analysis and performance evaluation for federated edge learning with integrated sensing, communication and computation,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:52.981484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.098705Z digest=sha256:975614e9658e3961a49389cde121cbaa3b9aaa37f8d5b9a5363e23d5584fc6a5

Observation 5dca9cde-505e-4bed-8ba7-842e7c92ab9d · outbound

This paper cites Collaborative learning with a drone orchestrator,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Collaborative learning with a drone orchestrator,

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-05T18:10:52.734318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.169282Z digest=sha256:4bc4dd1d565d731d7c9daf810a90e414628ec1980612c6c2f038b322b4145fca

Observation 3c945eab-3778-45d3-ba93-f739f1013aa1 · outbound

This paper cites Joint wireless communication and radar sensing systems–state of the art and future prospects,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Joint wireless communication and radar sensing systems–state of the art and future prospects,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:52.539983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.238215Z digest=sha256:7df3ce406d73f30514a566f92febe74245c8ca786bf16aa77c9d47ab49be3432

Observation edbb5a68-579c-4a32-a907-ca6907b9dd81 · outbound

This paper cites Task-oriented over-the-air computation for multi-device edge AI,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Task-oriented over-the-air computation for multi-device edge AI,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:52.341775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.297445Z digest=sha256:957c422fb303e1d5b9a36f0c4e05d73d3de155348a4a0a7189351676dff1d48f

Observation b7c09347-132d-46a8-8f3a-f29dccf34d79 · outbound

This paper cites Integrated sensing-communication-computation for over-the-air edge AI inference,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Integrated sensing-communication-computation for over-the-air edge AI inference,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:52.104013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.361761Z digest=sha256:8e24f1b0e2484ed605a206c242f67b3b3d722eae76f797b82593ac5157ec40cf

Observation 8d564e90-779d-4bf3-be0d-214da7a0b6c8 · outbound

This paper cites Task- oriented sensing, computation, and communication integration for multi- device edge AI,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Task- oriented sensing, computation, and communication integration for multi- device edge AI,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:51.917521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.451795Z digest=sha256:80195e327dc3e529b6503e1de4a069c1b936a91f36a2af1339a0ed1e261cd2f2

Observation 0d276c4f-141e-4a01-a32c-b49327bc0eb4 · outbound

This paper cites Context-aware predictive coding: A representation learning framework for WiFi sens- ing,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Context-aware predictive coding: A representation learning framework for WiFi sens- ing,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:51.727116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.546891Z digest=sha256:085f3b57357b963b6e81c810a212e62e398e581850f262a58a6d80d5b5148592

Observation bb08d119-9391-4029-86c5-139edc3dc65f · outbound

This paper cites an unresolved cited work.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T18:10:51.555658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.614544Z digest=sha256:d6ff48e0457218bab6387f90eb7f99477d85472c4829021866a25b14ab623cfb

Observation 40b8957d-c416-4697-ad36-16b1534cdb5b · outbound

This paper cites Energy-efficient resource management for federated edge learning with CPU-GPU heterogeneous computing,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Energy-efficient resource management for federated edge learning with CPU-GPU heterogeneous computing,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:51.338763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.672001Z digest=sha256:d9bc391519e87fe1a3f9bb11a9b6d37a625d2a723a03c6de50d0b1bef80f0bd9

Observation 3303de04-c6e5-40b8-86cc-e0368779e514 · outbound

This paper cites Compressed-vfl: Communication-efficient learning with vertically partitioned data,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Compressed-vfl: Communication-efficient learning with vertically partitioned data,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:51.187344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.742520Z digest=sha256:b88c4b9c0d18ca8e5c5ae3bc9d1edde222bfb1fffb031bf3ef2c53670d410467

Observation 56330ec8-b0d1-48eb-bcef-bf6db249ab6f · outbound

This paper cites Natasha 2: Faster non-convex optimization than SGD,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Natasha 2: Faster non-convex optimization than SGD,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:51.024284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.809157Z digest=sha256:27212e2cb3079ac707731ddf165f04229e1eb57667417c60e60544e913d44dc9

Observation 93dbbd40-d47b-4e18-81a4-42a35a1b14db · outbound

This paper cites Stochastic first-and zeroth-order methods for nonconvex stochastic programming,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Stochastic first-and zeroth-order methods for nonconvex stochastic programming,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:50.859952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.862208Z digest=sha256:223659c326fa33ac87a1f5e86d655eab53a31c5ad043115787819c661ecb5115

Observation 7c2ded9b-67df-4deb-aeff-ea5d9e73d9f6 · outbound

This paper cites Federated learning with energy harvesting devices,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Federated learning with energy harvesting devices,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:50.700689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:49.952456Z digest=sha256:8dfe81f51e18ebe42453db22cc656f42c1025e7be3508342f3be54b0d9cfac20

Observation fac6dfc4-f884-42ae-bea8-398b2d860f74 · outbound

This paper cites Privacy for free: Wireless federated learning via uncoded transmission with adaptive power control,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Privacy for free: Wireless federated learning via uncoded transmission with adaptive power control,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:50.618567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:50.048959Z digest=sha256:f1cd1a0239c2dcaa8b4e350c36b0dd4866805e5b0314f2f67db256bbbcca3db2

Observation 8d0d8198-c594-4a17-b8ac-740ca3e24ee1 · outbound

This paper cites Interior-point methods,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Interior-point methods,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:50.481435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:50.107485Z digest=sha256:5f6e5385a05d91a9f6b5a225bb2f116e98fe58d585d18802f10c7aa1349c7f56

Observation 10db700b-d961-4d73-a051-771cdd8ff80b · outbound

This paper cites Deep residual learning for image recognition,.

Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning Deep residual learning for image recognition,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:10:50.330237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T18:10:50.177111Z digest=sha256:f06502413bd694f6eb6a905bb83ef76a890b0f4938c62891c3b8f21c530972d4

Pith citing papers

No inbound Pith citation observations are available.