Paper Citation Record · LEDGER

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC

As of 12 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2501.16951.

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

pith.paper-citation-record.v1
2501.16951 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T05:36:17.859113Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:02:45.179652Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T17:02:45.413286Z

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy33
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4a4cde05-e72c-4255-8590-28cab736c163 · outbound

This paper cites Joint radar and communication design: Applications, state-of-the-art, and the road ahead,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Joint radar and communication design: Applications, state-of-the-art, and the road ahead,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.717639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0512f8b5-8e4c-4b85-b0d0-a261d83bf294 · outbound

This paper cites An overview of signal processing techniques for joint communication and radar sensing,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC An overview of signal processing techniques for joint communication and radar sensing,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.272395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 43b4a8c4-812a-496f-85e5-1398513aaa46 · outbound

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

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Integrated sensing and communications: Toward dual-functional wire- less networks for 6g and beyond,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.723842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1aa0e02-1c4e-4ccb-bb62-4b06408d4101 · outbound

This paper cites Cooperative ISAC networks: Performance analysis, scaling laws and optimization,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Cooperative ISAC networks: Performance analysis, scaling laws and optimization,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.257089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ae5bf285-7500-4d1c-a26a-07a658a00ce5 · outbound

This paper cites Sensing-assisted communication in vehicular networks with intelligent surface,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Sensing-assisted communication in vehicular networks with intelligent surface,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.247068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cdfbd911-7d22-47fd-b4e4-7103e25c5710 · outbound

This paper cites To- ward dual-functional radar-communication systems: Optimal waveform design,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC To- ward dual-functional radar-communication systems: Optimal waveform design,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.732139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ff5684e-41c4-4380-b856-d4b267d2a777 · outbound

This paper cites Joint transmit beamforming for multiuser MIMO communications and MIMO radar,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Joint transmit beamforming for multiuser MIMO communications and MIMO radar,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.734848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e1b23e6-3a93-4c81-8b3a-d2775f1d85fe · outbound

This paper cites Low-complexity beamformer design for joint radar and communications systems,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Low-complexity beamformer design for joint radar and communications systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.227865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4b47f42a-e629-4385-ad63-f57a3e24480a · outbound

This paper cites Cram ´er-rao bound optimization for joint radar-communication beamforming,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Cram ´er-rao bound optimization for joint radar-communication beamforming,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.220517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 521ed136-4c7d-4d33-8305-da875b3c6ac7 · outbound

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

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Optimal transmit beamforming for integrated sensing and communication,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.213336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 214aca3a-4620-46cb-ac6b-bb706607f97a · outbound

This paper cites A framework for mutual information-based MIMO integrated sensing and communication beam- forming design,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC A framework for mutual information-based MIMO integrated sensing and communication beam- forming design,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.206323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e88533e7-4a68-405a-8129-028c107e3f32 · outbound

This paper cites Network-level inte- grated sensing and communication: Interference management and BS coordination using stochastic geometry,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Network-level inte- grated sensing and communication: Interference management and BS coordination using stochastic geometry,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.197230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 866c6654-da34-4be1-be06-a0213a5a73be · outbound

This paper cites Cooperative ISAC networks: Opportunities and challenges,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Cooperative ISAC networks: Opportunities and challenges,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.188492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 593e49d2-ce7a-4051-a710-e1653f414999 · outbound

This paper cites Precoding for Multi-Cell ISAC: from Coordinated Beamforming to Coordinated Multipoint and Bi-Static Sensing.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Precoding for Multi-Cell ISAC: from Coordinated Beamforming to Coordinated Multipoint and Bi-Static Sensing

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.757041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c223c32f-15c1-476f-bf85-f907c7e5ad41 · outbound

This paper cites Low-complexity transmit antenna selection and beamforming for large-scale MIMO communications,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Low-complexity transmit antenna selection and beamforming for large-scale MIMO communications,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.179694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8126ef20-28ce-4419-8488-67d745ca65d1 · outbound

This paper cites An iteratively weighted mmse approach to distributed sum-utility maximization for a MIMO interfering broadcast channel,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC An iteratively weighted mmse approach to distributed sum-utility maximization for a MIMO interfering broadcast channel,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.170423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cef1e5fa-1628-4e81-91be-cd9ad1db3463 · outbound

This paper cites Mutual information-based integrated sensing and communications: A wmmse framework,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Mutual information-based integrated sensing and communications: A wmmse framework,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.161085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5540ac4e-c64c-4d6b-ba94-fd7d76fcfb17 · outbound

This paper cites Twenty- five years of advances in beamforming: From convex and nonconvex optimization to learning techniques,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Twenty- five years of advances in beamforming: From convex and nonconvex optimization to learning techniques,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.151386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c92a2b12-bb58-4e83-84fc-9ea0fb5e0b33 · outbound

This paper cites Learning to optimize: Training deep neural networks for interference management,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Learning to optimize: Training deep neural networks for interference management,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.142200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eff295ca-eb50-41fd-b8f4-c502d41f17bd · outbound

This paper cites A deep learning framework for optimization of MISO downlink beam- forming,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC A deep learning framework for optimization of MISO downlink beam- forming,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.132932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ed720eab-ec4c-4a82-92c5-33784a7a803b · outbound

This paper cites Unsu- pervised learning-based fast beamforming design for downlink MIMO,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Unsu- pervised learning-based fast beamforming design for downlink MIMO,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.123018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9479e12b-65ab-4990-80e5-16a99e39e283 · outbound

This paper cites Beamforming design for large-scale antenna arrays using deep learning,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Beamforming design for large-scale antenna arrays using deep learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.111935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41cc320a-1f9b-4dfa-9753-35dd63f679f4 · outbound

This paper cites Unsuper- vised deep learning for massive MIMO hybrid beamforming,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Unsuper- vised deep learning for massive MIMO hybrid beamforming,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.102198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 339a6d48-c6f4-48bf-8dc5-4cbcb7c4701c · outbound

This paper cites Deep neural networks: A promising tool for fault characteristic mining and intelligent diagnosis of rotating machinery with massive data,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Deep neural networks: A promising tool for fault characteristic mining and intelligent diagnosis of rotating machinery with massive data,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.091577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 74cdacf5-f809-4003-8e1f-d7c81f8e02e4 · outbound

This paper cites Learning to precode for integrated sensing and communication systems,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Learning to precode for integrated sensing and communication systems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.083122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f5954b8c-1ed6-4c65-bf64-5c910440a853 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Communication-efficient learning of deep networks from decentralized data,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.795425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 569560c7-9af7-4c4c-b2ca-d56ab266590f · outbound

This paper cites Distributed learning in wireless networks: Recent progress and future challenges,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Distributed learning in wireless networks: Recent progress and future challenges,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.798436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79998845-1115-43cf-831e-d9ef9e75182f · outbound

This paper cites Federated learning for hybrid beamforming in mm-wave massive MIMO,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Federated learning for hybrid beamforming in mm-wave massive MIMO,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.065056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a7239705-b782-4592-9b81-d80c11465cd3 · outbound

This paper cites Federated learning for channel estimation in conventional and ris-assisted massive MIMO,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Federated learning for channel estimation in conventional and ris-assisted massive MIMO,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.056577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4387a608-0492-44d0-8a56-fe7843ff122e · outbound

This paper cites Federated learning for physical layer design,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Federated learning for physical layer design,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.046440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 050e6112-cec1-4cc7-9be2-710d90d4e397 · outbound

This paper cites Model-driven federated learning for channel estimation in millimeter-wave massive MIMO systems,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Model-driven federated learning for channel estimation in millimeter-wave massive MIMO systems,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.036429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 888d4e5e-86a9-4426-9f1d-442c39f97f99 · outbound

This paper cites Fast beamforming design via deep learning,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Fast beamforming design via deep learning,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.026541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bd60cbf4-f7e3-4f78-a937-0c4d3d1bca95 · outbound

This paper cites Federated learning for precoding design in cell-free massive MIMO systems,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Federated learning for precoding design in cell-free massive MIMO systems,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.016606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1223645b-ec63-4772-95b4-3027838ff1af · outbound

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

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Cell-Free ISAC MIMO Systems: Joint Sensing and Communication Beamforming

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.822018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5ca0b29-509a-4ea6-be5f-4eb098cebf21 · outbound

This paper cites On probing signal design for MIMO radar,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC On probing signal design for MIMO radar,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:18.006983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0b2bb5f9-5c96-453f-adba-0ae47808d260 · outbound

This paper cites MIMO radar waveform design based on mutual information and minimum mean-square error estimation,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC MIMO radar waveform design based on mutual information and minimum mean-square error estimation,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:17.996701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9f8591fb-79ef-4237-bbb5-f53f50bd5d0a · outbound

This paper cites Multilayer feedforward networks are universal approximators,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Multilayer feedforward networks are universal approximators,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.832464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e90cdf-c4e5-4ef7-ae3a-8d5b20401f76 · outbound

This paper cites Rectifier nonlinearities improve neural network acoustic models,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Rectifier nonlinearities improve neural network acoustic models,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.835939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c63bbd8-e5cc-45cf-ab15-cb6942c2e316 · outbound

This paper cites Backpropagation and stochastic gradient descent method,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Backpropagation and stochastic gradient descent method,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.839122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3a79570-d13b-4ad1-a7ed-2f2a44bc13c5 · outbound

This paper cites Iterative algorithm induced deep-unfolding neural networks: Precoding design for mul- tiuser MIMO systems,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Iterative algorithm induced deep-unfolding neural networks: Precoding design for mul- tiuser MIMO systems,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:17.970341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dd3c0b7b-c5cd-45cf-99e4-c9aac0b2f240 · outbound

This paper cites Multi-cell coordinated joint sensing and communications,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Multi-cell coordinated joint sensing and communications,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:17.959812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 26f64341-d69f-41b1-83a3-81ad470503f8 · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC On the Convergence of FedAvg on Non-IID Data

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.846980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c54de15-80d4-4a31-a86b-7b43ff8a66d7 · outbound

This paper cites Deep learning methods for universal miso beamforming,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Deep learning methods for universal miso beamforming,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:17.949537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 36648284-8ffb-4d92-9f07-8a11f3a24359 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Adam: A Method for Stochastic Optimization

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.851840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a66d385-15dc-4ef0-9d22-02ce29bbf25f · outbound

This paper cites Massive MIMO linear precoding: A survey,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Massive MIMO linear precoding: A survey,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:17.939148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 44dc4cdc-1b5d-4de9-b3c8-10ed613b8aaf · outbound

This paper cites Distributed beamforming coordination in multicell MIMO channels,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Distributed beamforming coordination in multicell MIMO channels,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:36:17.928229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 38cead2a-85ec-49bd-956c-78778b9c3c4e · outbound

This paper cites Learning both weights and con- nections for efficient neural network,.

Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Learning both weights and con- nections for efficient neural network,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T05:36:17.859113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e3a9f810-fa1b-4c97-8815-4151eb346d99 · inbound

Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunities cites this paper.

Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunities Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC

Reference 196

Resolution: verified exact; local_arxiv, observed 2026-08-05T17:02:45.418542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.