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Paper Citation Record · LEDGER

Learning-based Multiuser Beamforming for Holographic MIMO~Systems

As of 17 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 1 inbound Pith citation observation for arXiv:2504.19522.

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

pith.paper-citation-record.v1
2504.19522 v4

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:57:16.811871Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T20:26:38.348746Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

11 of 11 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 950b0e50-d78f-4758-8651-0c247ff82967 · outbound

This paper cites An overview of massive MIMO for 5G and 6G,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems An overview of massive MIMO for 5G and 6G,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:17.054829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.777764Z digest=sha256:482fff7d4b9b3342ed7303670f8eda0411f7981c68d13a1058e1507880ccdf03

Observation 5ed8b5f8-7527-47e7-923f-6c2bf74dd200 · outbound

This paper cites Hybrid digital and analog beamforming design for large-dcale antenna arrays,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Hybrid digital and analog beamforming design for large-dcale antenna arrays,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:17.044003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.781987Z digest=sha256:ba15ee0f2456fd560bd1a6628fcd8a656a6af80f3e78856d045a863f63269e1b

Observation e7c68fe0-6275-4c65-899d-e0b22de1c107 · outbound

This paper cites Reconfig- urable holographic surface-enabled multi-user wireless communications: Amplitude-controlled holographic beamforming,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Reconfig- urable holographic surface-enabled multi-user wireless communications: Amplitude-controlled holographic beamforming,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:17.032173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.785414Z digest=sha256:6e37c1aef7152344d46761ca09a351231aa4b9d564e9f2a8d086a59dded3834c

Observation 8166c949-e701-4338-8980-b0b6281893c5 · outbound

This paper cites Analysis of a waveguide-fed metasurface antenna,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Analysis of a waveguide-fed metasurface antenna,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T05:57:16.788757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:57:16.788757Z digest=sha256:cfc16490c84ead276eafb520f3086a8105c00373a109c73195f890d8ea8f81e9

Observation f6020380-ade0-4273-853f-18ebfdd5f884 · outbound

This paper cites Dynamic metasurface antennas for uplink massive MIMO systems,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Dynamic metasurface antennas for uplink massive MIMO systems,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:17.014000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.791995Z digest=sha256:ec47a14f1ebfcfaf8732acf33f870639b4fdd053262d6422e433e8af707f9d16

Observation 36727f70-0246-4b0f-a91e-82927bb7b935 · outbound

This paper cites Downlink beamforming for dynamic metasurface antennas,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Downlink beamforming for dynamic metasurface antennas,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:17.002848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.795659Z digest=sha256:58ec9e81601608193a9599eef6ac52548bdf4a976f935bf34ff9d0d8e5af41e9

Observation b9e94678-5293-4574-a125-a922aa43a21c · outbound

This paper cites Near-field wideband extremely large-scale MIMO transmissions with holographic metasurface-based antenna arrays,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Near-field wideband extremely large-scale MIMO transmissions with holographic metasurface-based antenna arrays,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:16.990536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.799446Z digest=sha256:75787225d9071bdbcc5d46aaee5d12999ee8882c1a1b6485bedb6a789cb7e753

Observation c0e8cff4-100c-4548-b29d-a0a155f375cd · outbound

This paper cites Understanding the performance of learn- ing precoding policies with graph and convolutional neural networks,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Understanding the performance of learn- ing precoding policies with graph and convolutional neural networks,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:16.978814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.802529Z digest=sha256:0340648e3559a83b78e51f68dcfb057367f7505235bccabd84a6ef71b286c98d

Observation 65403d17-0f55-4221-989f-f40b525f387d · outbound

This paper cites Multidimensional graph neural networks for wireless communications,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Multidimensional graph neural networks for wireless communications,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:16.966559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.805768Z digest=sha256:592efebbcaaf5e37af5d9314f4ec00b571a6a45e2c201a6fd4148b486ca1a358

Observation 80a0d9a1-9c22-439f-9c95-c3bf75fc7736 · outbound

This paper cites Graph neural network aided beamforming for holographic millimeter wave MIMO systems,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Graph neural network aided beamforming for holographic millimeter wave MIMO systems,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:16.954353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.808863Z digest=sha256:cc4548ae72375e69268f350cf2037c6b95f6812c2a9d62eef6673500d9fa0e9c

Observation 3eddf1ce-cf5e-452e-b5b3-fbf088f7ceb4 · outbound

This paper cites Gradient based information aggregation of GNN for precoder learning,.

Learning-based Multiuser Beamforming for Holographic MIMO~Systems Gradient based information aggregation of GNN for precoder learning,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:57:16.940346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:57:16.811871Z digest=sha256:5f4ade806c5cfad8b4f68de5fd6cc2925e78a91f4fd3b19592e27035e892398e

Pith citing papers

Observation 0fe99f44-e0aa-4cf4-b2a2-611e00d8c2af · inbound

Implicit Neural Representation for Multiuser Continuous Aperture Array Beamforming cites this paper.

Implicit Neural Representation for Multiuser Continuous Aperture Array Beamforming Learning-based Multiuser Beamforming for Holographic MIMO~Systems

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-14T20:26:38.348746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T20:26:38.348746Z digest=sha256:c4c128ca4b17dc01e69e738690e4e3e50f7e80e269643e0e98ac253902947a22