Paper Citation Record · LEDGER

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems

As of 13 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.09629.

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

pith.paper-citation-record.v1
2412.09629 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:41:07.617444Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

32 of 32 outbound references displayed

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verified fuzzy31
unresolved1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ac3932b9-51a0-4a40-abb1-ba691b1334c5 · outbound

This paper cites Toward 6g TK µ extreme connec- tivity: Architecture, key technologies and experiments,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Toward 6g TK µ extreme connec- tivity: Architecture, key technologies and experiments,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.277911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a01ad60e-0a6c-4132-a7ad-dc52aadcbdef · outbound

This paper cites Ris-aided cell-free massive mimo systems for 6g: F undamen- tals, system design, and applications,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Ris-aided cell-free massive mimo systems for 6g: F undamen- tals, system design, and applications,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.261735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 888e9590-a2a7-4bad-9c56-d54fe5021ffb · outbound

This paper cites A deep learnin g method: Qos-aware joint ap clustering and beamforming desi gn for cell- free networks,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems A deep learnin g method: Qos-aware joint ap clustering and beamforming desi gn for cell- free networks,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.244742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8b5e3221-f565-4458-a6fa-86bf5fe6c563 · outbound

This paper cites St acked intelligent metasurfaces for holographic mimo aided cell- free networks,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems St acked intelligent metasurfaces for holographic mimo aided cell- free networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.228810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 761ccc9b-1b5f-4d56-acb1-89fb2ce65409 · outbound

This paper cites Uplink p recoding design for cell-free massive mimo with iteratively weighte d mmse,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Uplink p recoding design for cell-free massive mimo with iteratively weighte d mmse,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.212041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ba2f9bae-aa73-4c45-ad6a-33b9b1e4fc26 · outbound

This paper cites Ener gy- efﬁcient hybrid beamforming with dynamic on-off control fo r integrated sensing, communications, and powering,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Ener gy- efﬁcient hybrid beamforming with dynamic on-off control fo r integrated sensing, communications, and powering,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.195658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8409ae84-a8a1-468c-900f-68b9c9cc8cd5 · outbound

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

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems An iterative ly weighted mmse approach to distributed sum-utility maximization for a mimo interfering broadcast channel,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.179232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3e9c064b-76a4-43c1-a48b-638bd2103d37 · outbound

This paper cites Cell-free xl-mimo meets multi-agent reinforcement learning: Architectures, challenges, and future directions,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Cell-free xl-mimo meets multi-agent reinforcement learning: Architectures, challenges, and future directions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.163275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a63f2c8e-ce8c-4ce9-86cb-0f4919b06aff · outbound

This paper cites Mobile cell-free massive mimo: Challenges, solu tions, and future directions,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Mobile cell-free massive mimo: Challenges, solu tions, and future directions,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.148422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f6713a95-ea41-4bc9-9338-26002cbfdd76 · outbound

This paper cites Learning cooperati ve beam- forming with edge-update empowered graph neural networks,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Learning cooperati ve beam- forming with edge-update empowered graph neural networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.133632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2b839992-74fc-443d-b816-efad2358eded · outbound

This paper cites An efﬁcie nt architec- ture search for scalable beamforming design in cell-free sy stems,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems An efﬁcie nt architec- ture search for scalable beamforming design in cell-free sy stems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.118884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation eaf1e978-5ff8-4ed7-afb1-3ea1b877ab98 · outbound

This paper cites An adaptive and robust deep learning framework for thz ultr a-massive mimo channel estimation,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems An adaptive and robust deep learning framework for thz ultr a-massive mimo channel estimation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.104362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 357d69e4-a25b-4caa-983b-f15ff0dd6da0 · outbound

This paper cites Modeling cellular networks in fading environm ents with dominant specular components,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Modeling cellular networks in fading environm ents with dominant specular components,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.087857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ba67948c-f478-41b0-9a45-37e0f001b119 · outbound

This paper cites Generalizing to unseen domains: A surv ey on domain generalization,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Generalizing to unseen domains: A surv ey on domain generalization,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.071677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e83af76f-2f63-47fc-b60b-93347b8f1f19 · outbound

This paper cites Learning t o continuously optimize wireless resource in a dynamic envir onment: A bilevel optimization perspective,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Learning t o continuously optimize wireless resource in a dynamic envir onment: A bilevel optimization perspective,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.054792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5d2df4bf-08bc-4e83-a4db-f1d6a3c6bc61 · outbound

This paper cites Meta-gating framework for fast and continuous resource optimization in dynamic wireless envi ronments,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Meta-gating framework for fast and continuous resource optimization in dynamic wireless envi ronments,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.039056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation eead48cf-7b55-492b-ae2d-9e5addc812ca · outbound

This paper cites Meta-critic reinforcement le arning for intelligent omnidirectional surface assisted multi-user communications,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Meta-critic reinforcement le arning for intelligent omnidirectional surface assisted multi-user communications,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.023486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8e0af894-2187-4402-bdc2-9fd716a29a82 · outbound

This paper cites Beamforming des ign in short-packet transmission for urllc in cell-free massive m imo system,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Beamforming des ign in short-packet transmission for urllc in cell-free massive m imo system,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:08.006675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d10101c1-356d-46ad-b6cf-11bfc9778758 · outbound

This paper cites Estimating trafﬁc density on roads using convolutional neural network with batch norm alization,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Estimating trafﬁc density on roads using convolutional neural network with batch norm alization,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.987688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f3926c20-cfb0-409d-9286-ece0cb0459bb · outbound

This paper cites V oltage o ver-scaling- based lightweight authentication for iot security,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems V oltage o ver-scaling- based lightweight authentication for iot security,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.971744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5be79595-b84d-4b53-968b-c51bc93fd9f4 · outbound

This paper cites Unsupervised domain adapta tion by back- propagation,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Unsupervised domain adapta tion by back- propagation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.956034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d4871529-b1a8-4c1b-a14c-2b9bcd3fc55f · outbound

This paper cites Learning i mportant features through propagating activation differences,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Learning i mportant features through propagating activation differences,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.939455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fbaa68bd-67df-4c63-93cd-d0465af405e2 · outbound

This paper cites Weighted random sa mpling with a reservoir,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Weighted random sa mpling with a reservoir,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.922619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9a2c6f48-4156-48f0-a2d1-0dfc1ef2c87e · outbound

This paper cites Deep residual learni ng for image recognition,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Deep residual learni ng for image recognition,

Reference 24

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Source-reported events for the cited work

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Observation b7b7b5ab-aa59-4d99-adf4-a7e7797844dd · outbound

This paper cites Deep weighte d mmse downlink beamforming,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Deep weighte d mmse downlink beamforming,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.894562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ec6ab639-975e-426e-a276-220d65c402c7 · outbound

This paper cites A n unsuper- vised deep unrolling framework for constrained optimizati on problems in wireless networks,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems A n unsuper- vised deep unrolling framework for constrained optimizati on problems in wireless networks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.878755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e4458ded-8922-4d3c-b3a7-a50554784867 · outbound

This paper cites Weighted quantil e discrepancy- based deep domain adaptation network for intelligent fault diagnosis,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Weighted quantil e discrepancy- based deep domain adaptation network for intelligent fault diagnosis,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.861861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1967aee8-0916-40dc-b442-e6ba2cccdfee · outbound

This paper cites Redko, E.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Redko, E

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.843819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fa6775e0-2d30-4b7a-a9fc-3124392cae18 · outbound

This paper cites Adversarial en tropy optimization for unsupervised domain adaptation,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Adversarial en tropy optimization for unsupervised domain adaptation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.826792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 30e7ea6a-1379-4a80-b1c8-6a9a4b8a3819 · outbound

This paper cites Toward ma ssive mimo 2.0: Understanding spatial correlation, interference suppres sion, and pilot 13 contamination,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Toward ma ssive mimo 2.0: Understanding spatial correlation, interference suppres sion, and pilot 13 contamination,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.693750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c5f780a4-7dd9-4e53-9815-e62380bee103 · outbound

This paper cites Ris-assisted communica tion radar coexistence: Joint beamforming design and analysis,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Ris-assisted communica tion radar coexistence: Joint beamforming design and analysis,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.677796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 55ca58be-7b19-4023-a47d-231e2356ce54 · outbound

This paper cites Learning via hilbert space embedding of distr ibutions,.

Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems Learning via hilbert space embedding of distr ibutions,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:41:07.660326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.