Paper Citation Record · LEDGER

Graph Neural Network Enabled Pinching Antennas

As of 9 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 4 inbound Pith citation observations for arXiv:2502.05447.

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

pith.paper-citation-record.v1
2502.05447 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:19:54.846260Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:02:21.875028Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T16:55:23.146321Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy8
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 861deec6-08bb-4dbf-ac60-446d83cf922b · outbound

This paper cites Towards smart and reconfigurable environment: Intelligent reflecting surface aided wireless network,.

Graph Neural Network Enabled Pinching Antennas Towards smart and reconfigurable environment: Intelligent reflecting surface aided wireless network,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T19:19:54.800201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bc690f0-01db-4611-b92a-4bda4188d24f · outbound

This paper cites Fluid antenna systems,.

Graph Neural Network Enabled Pinching Antennas Fluid antenna systems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.986091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b17d7000-15f7-4cbc-9029-af904d029b23 · outbound

This paper cites Flexible-Antenna Systems: A Pinching-Antenna Perspective.

Graph Neural Network Enabled Pinching Antennas Flexible-Antenna Systems: A Pinching-Antenna Perspective

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T19:19:54.807855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49274bde-db76-43af-95a5-8953d3a5c91b · outbound

This paper cites Pinching-Antenna Systems (PASS): Architecture Designs, Opportunities, and Outlook.

Graph Neural Network Enabled Pinching Antennas Pinching-Antenna Systems (PASS): Architecture Designs, Opportunities, and Outlook

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T19:19:54.811651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d760c85-82b3-48cc-8995-f3d3a8747520 · outbound

This paper cites Minimum Data Rate Maximization for Uplink Pinching-Antenna Systems.

Graph Neural Network Enabled Pinching Antennas Minimum Data Rate Maximization for Uplink Pinching-Antenna Systems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T19:19:54.815933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1c63d0-8247-41e1-b7ef-629dd4894c36 · outbound

This paper cites Array Gain for Pinching-Antenna Systems (PASS).

Graph Neural Network Enabled Pinching Antennas Array Gain for Pinching-Antenna Systems (PASS)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T19:19:54.819345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68993521-7213-4ccc-a26b-97eff15e2f7e · outbound

This paper cites AI-empowered RIS-assisted networks: CV-enabled RIS selection and DNN-enabled transmission,.

Graph Neural Network Enabled Pinching Antennas AI-empowered RIS-assisted networks: CV-enabled RIS selection and DNN-enabled transmission,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.975435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d50df94d-48ff-4a0b-97ae-791ac22b6edf · outbound

This paper cites A deep learning framework for physical-layer secure beamforming,.

Graph Neural Network Enabled Pinching Antennas A deep learning framework for physical-layer secure beamforming,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.964113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a8fe1418-139f-4ce1-b93f-3f26de4c1f08 · outbound

This paper cites Graph neural networks for wireless networks: Graph representation, architecture and evaluation,.

Graph Neural Network Enabled Pinching Antennas Graph neural networks for wireless networks: Graph representation, architecture and evaluation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.952134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c733614d-1f6a-4d26-abda-529b57b9e12d · outbound

This paper cites Graph neural networks for wireless communications: From theory to practice,.

Graph Neural Network Enabled Pinching Antennas Graph neural networks for wireless communications: From theory to practice,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.941681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71f5dc38-1deb-4bbb-8fc5-402ef20420c0 · outbound

This paper cites Deep learning for energy efficient beamforming in MU-MISO networks: A GAT-based approach,.

Graph Neural Network Enabled Pinching Antennas Deep learning for energy efficient beamforming in MU-MISO networks: A GAT-based approach,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.930678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb70e5d4-85ba-43c6-a911-380d189ac076 · outbound

This paper cites GNN-based beamforming for sum-rate maximization in MU-MISO networks,.

Graph Neural Network Enabled Pinching Antennas GNN-based beamforming for sum-rate maximization in MU-MISO networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.918690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e63d446-bc39-4bb1-a5b2-f0473b5e1f79 · outbound

This paper cites GNN-enabled max-min fair beamforming,.

Graph Neural Network Enabled Pinching Antennas GNN-enabled max-min fair beamforming,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:19:54.906523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation ca9193a6-74c4-424e-a699-c7fb25477ff6 · inbound

Resource Allocation for Pinching-Antenna Systems: State-of-the-Art, Key Techniques and Open Issues cites this paper.

Resource Allocation for Pinching-Antenna Systems: State-of-the-Art, Key Techniques and Open Issues Graph Neural Network Enabled Pinching Antennas

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T06:02:21.875028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c25d6ccb-e927-4e61-8aac-de5701fecd90 · inbound

Pinching-Antenna Systems with In-Waveguide Attenuation: Performance Analysis and Algorithm Design cites this paper.

Pinching-Antenna Systems with In-Waveguide Attenuation: Performance Analysis and Algorithm Design Graph Neural Network Enabled Pinching Antennas

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:39:07.436256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff181104-9c58-4ffd-96a2-b59802a88aa3 · inbound

Deep Learning Optimization of Two-State Pinching Antennas Systems cites this paper.

Deep Learning Optimization of Two-State Pinching Antennas Systems Graph Neural Network Enabled Pinching Antennas

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:14:01.721903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997e8455-7b00-4deb-a287-b9bb908a607e · inbound

Robust Resource Allocation for Pinching-Antenna Systems under Imperfect CSI cites this paper.

Robust Resource Allocation for Pinching-Antenna Systems under Imperfect CSI Graph Neural Network Enabled Pinching Antennas

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:55:23.150891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.