Paper Citation Record · LEDGER

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication

As of 12 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2412.18162.

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

pith.paper-citation-record.v1
2412.18162 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:03:15.905074Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

52 of 52 outbound references displayed

verified exact2
verified fuzzy18
unresolved32
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04411320-7a3a-4872-8520-ace73447c7fe · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.680380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 803d9800-c102-4fa6-85bc-f6436d307248 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.666666Z

Source-reported events for the cited work

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Observation da8c1e00-9845-4411-b41b-9207da6a66a7 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.653039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 61d708a1-61aa-4c1e-ace8-e4eb6a5e118a · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.639057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 86ae9d75-c453-4f99-bdfd-3d0692d2002d · outbound

This paper cites Cheng, D.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Cheng, D

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.624829Z

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Observation 82cf4e8d-d0ea-48d9-b40f-6a8cc368da71 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.610424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7d972ff9-07a3-4625-bf70-64d266e8b87d · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.595965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 215dd0bf-8c3c-4895-a679-449dde6c02b8 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.581508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5b73201b-2f37-43f7-9c61-535f5f21cc44 · outbound

This paper cites Integrated Sensing and Communication for Network-Assisted Full-Duplex Cell-Free Distributed Massive MIMO Systems.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Integrated Sensing and Communication for Network-Assisted Full-Duplex Cell-Free Distributed Massive MIMO Systems

Reference 9

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Source-reported events for the cited work

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Observation 5de5ca98-0604-4fb7-8938-650bae3725f7 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.567352Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6649c2b5-7d48-4ab3-86e9-cf0315dcec33 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.553932Z

Source-reported events for the cited work

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Observation 119da4da-51bb-48b7-a9d3-4e7ff1d28aff · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.540902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c2636a6c-a405-4b25-ba55-d3ae969220c5 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.527204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d60aca57-1193-43fa-b7fd-c4850cbf9c68 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.513526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e4b04c48-0e8d-486a-ada3-d23f6bd643b7 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.499898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bd4c375e-765f-45c6-b1f9-3fdca2321afd · outbound

This paper cites Zhong, J.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Zhong, J

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.485988Z

Source-reported events for the cited work

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Observation 48d2df2e-303e-4c5f-83df-de023539933f · outbound

This paper cites Demirhan, A.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Demirhan, A

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.472098Z

Source-reported events for the cited work

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Observation b270ab1d-0b9e-4860-8291-603ee6f4d4ee · outbound

This paper cites Data-driven Integrated Sensing and Communication: Recent Advances, Challenges, and Future Prospects.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Data-driven Integrated Sensing and Communication: Recent Advances, Challenges, and Future Prospects

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b57735d7-70ac-44e6-93bf-bcd43fd4edcf · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.458274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 95d4804e-8c58-4bf5-8221-4738cc513ee2 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 20

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Observation 3a7825dd-3138-44fb-929d-921f53115620 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.429771Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 087c7afa-cd6e-4436-af77-f96e2437cb7a · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.415407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7ba0a085-bb13-4af1-ad6b-05192302e1dd · outbound

This paper cites Elhoushy, M.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Elhoushy, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.401467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e7dcd2bc-6e4b-42d5-8cba-6bb7a645f725 · outbound

This paper cites Nayebi, A.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Nayebi, A

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.387510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2f38721f-8d8f-4a79-a49f-059e1a688062 · outbound

This paper cites Bj¨ ornson, L.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Bj¨ ornson, L

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.374049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b8dbdca3-d5b3-4b8c-9aaf-50c9d7e9f55f · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.360964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 456a2d40-a3a9-46cd-91a1-c3aa3cbf087e · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.347445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 03b3d94b-f4de-4463-b567-b1bde14c98bf · outbound

This paper cites Cell-Free ISAC MIMO Systems: Joint Sensing and Communication Beamforming.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Cell-Free ISAC MIMO Systems: Joint Sensing and Communication Beamforming

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38afeba4-66e5-44c0-a328-21572c7fd836 · outbound

This paper cites Cooperative Cell-Free ISAC Networks: Joint BS Mode Selection and Beamforming Design.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Cooperative Cell-Free ISAC Networks: Joint BS Mode Selection and Beamforming Design

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T05:03:15.807126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f084b34-49c3-4faf-acf8-e7d71b548a45 · outbound

This paper cites Multi-Static Target Detection and Power Allocation for Integrated Sensing and Communication in Cell-Free Massive MIMO.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Multi-Static Target Detection and Power Allocation for Integrated Sensing and Communication in Cell-Free Massive MIMO

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T05:03:15.811869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c708c962-0480-4882-adb3-45ae4f56a7e0 · outbound

This paper cites Communication-Sensing Region for Cell-Free Massive MIMO ISAC Systems.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Communication-Sensing Region for Cell-Free Massive MIMO ISAC Systems

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5e9b4e3a-9a85-43f9-baec-7603429ed159 · outbound

This paper cites Cell-Free Massive MIMO for ISAC: Access Point Operation Mode Selection and Power Control.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Cell-Free Massive MIMO for ISAC: Access Point Operation Mode Selection and Power Control

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6df018b2-82bf-4bc3-819a-27de5428f886 · outbound

This paper cites Cao, Q.-Y.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Cao, Q.-Y

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.332878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 539d74d9-84bc-4cda-9c99-1c6e72fc0ca8 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.318660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4d8c3dd-8c58-41be-b348-e4c463d2bfd0 · outbound

This paper cites Zhao, Power allocation in cell-free massive MIMO: Using deep learn- ing methods, Ph.D.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Zhao, Power allocation in cell-free massive MIMO: Using deep learn- ing methods, Ph.D

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.304841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4ba96004-fd4e-4bb6-9a56-e1f0af3b313a · outbound

This paper cites Zaher, ¨O.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Zaher, ¨O

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.290401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 72802a15-c22a-4431-9f45-96cc633feedf · outbound

This paper cites Nikbakht, A.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Nikbakht, A

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.276129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8da2e08d-0d42-4d2c-8555-7df543284a0c · outbound

This paper cites Hojatian, J.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Hojatian, J

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.262415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3d4451af-476d-4841-8a02-f8f3097e7c37 · outbound

This paper cites Zhang, J.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Zhang, J

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.247993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dba6faf5-4cdd-4572-b858-211f49e2ec51 · outbound

This paper cites Rajapaksha, K.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Rajapaksha, K

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.233925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 59fe1e5c-2555-48dc-912c-d563a5fed3c6 · outbound

This paper cites Rajapaksha, K.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Rajapaksha, K

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.219192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b2fbc279-e82c-4972-bbff-532139c836e7 · outbound

This paper cites Zhang, J.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Zhang, J

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.204441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 108dafa3-fd7a-4e49-9698-373ac8f02adc · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.190394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f052219c-b181-4432-9ff3-66f98164e7b2 · outbound

This paper cites Unbiased Teacher for Semi-Supervised Object Detection.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unbiased Teacher for Semi-Supervised Object Detection

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T05:03:15.871385Z

Source-reported events for the cited work

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Observation 7262d627-4a2f-41d1-8f62-727140c58a8e · outbound

This paper cites Vandeghen, A.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Vandeghen, A

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.176469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a3394e5-0540-46e7-9568-0116d4f30635 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.163009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 86f01c1f-bee7-48dc-8b0d-4a9fa635f247 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.148628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 32f0e715-1f11-482f-8e56-cc6f6bd7095c · outbound

This paper cites Amadid, M.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Amadid, M

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.132771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f75dbdd3-8128-431d-a50d-3c76c4f0cc22 · outbound

This paper cites Ronneberger, P.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Ronneberger, P

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:03:16.118324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f9038c51-e4d7-4045-b925-6ea3b623dd82 · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.103685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0bd7f64f-6165-4f62-86b1-57c31535f07b · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.088861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bdd889af-05cb-495b-93b8-034651426f9f · outbound

This paper cites an unresolved cited work.

Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:03:16.074223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.