Paper Citation Record · LEDGER

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 3 inbound Pith citation observations for arXiv:2511.20305.

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

pith.paper-citation-record.v1
2511.20305 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:24:20.025403Z

measured 45 of 45 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-09T10:44:54.131490Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 0b45e00c-245c-44ea-9d52-d522ae8abbc6 · outbound

This paper cites On the road to 6G: visions, requirements, key technologies, and testbeds,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches On the road to 6G: visions, requirements, key technologies, and testbeds,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.886303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a005821-0b4f-45ad-8a98-3e7e8970d37a · outbound

This paper cites Smart radio environments empowered by reconfigurable intelligent surfaces: How it works, state of research, and the road ahead,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Smart radio environments empowered by reconfigurable intelligent surfaces: How it works, state of research, and the road ahead,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.890596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec16ef61-8e09-44d2-9524-f49edc9a8765 · outbound

This paper cites Intelligent reflecting surface-aided wireless communications: A tutorial,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Intelligent reflecting surface-aided wireless communications: A tutorial,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.894119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16ad4267-c388-422c-8956-8716b32d274d · outbound

This paper cites Pinching- antenna systems (PASS): A tutorial,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Pinching- antenna systems (PASS): A tutorial,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.898177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 494e1180-0f84-4d95-a680-fe077b457ea8 · outbound

This paper cites Flexible-antenna systems: A pinching-antenna perspective,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Flexible-antenna systems: A pinching-antenna perspective,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.901838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ca24bb9-b981-4dc2-abce-7f5c92e21e0c · outbound

This paper cites Pinching Antenna Systems versus Reconfigurable Intelligent Surfaces in mmWave.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Pinching Antenna Systems versus Reconfigurable Intelligent Surfaces in mmWave

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.905307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d04a90d-55b3-472c-9aad-d7ac2920dc72 · outbound

This paper cites Wireless communications through reconfigurable intelligent surfaces,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Wireless communications through reconfigurable intelligent surfaces,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.909413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c4ade70-62de-4bda-8f0a-8e5d86c662ca · outbound

This paper cites Reconfigurable intelligent surfaces: Principles and opportunities,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Reconfigurable intelligent surfaces: Principles and opportunities,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.912747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c3276b8-4db1-487c-a8b8-5da94f82f800 · outbound

This paper cites Reconfigurable intelligent surfaces for energy efficiency in wireless communication,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Reconfigurable intelligent surfaces for energy efficiency in wireless communication,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.916127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 209c1c4f-e6c2-4b3d-8d99-c68eeb2a4b71 · outbound

This paper cites Intelligent reflecting surface assisted secrecy communication: Is artificial noise helpful or not?.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Intelligent reflecting surface assisted secrecy communication: Is artificial noise helpful or not?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.919394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc96d98-017e-427a-a3be-a9322af3a27c · outbound

This paper cites Robust and secure wireless communi- cations via intelligent reflecting surfaces,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Robust and secure wireless communi- cations via intelligent reflecting surfaces,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.922686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1ce22ce-dd5c-418b-83fa-8d09436154a6 · outbound

This paper cites Multicell MIMO communications relying on intelligent reflecting surfaces,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Multicell MIMO communications relying on intelligent reflecting surfaces,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.926430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1f4fe17-9488-4cba-afd3-0c30c3bfb87c · outbound

This paper cites Machine learning for large-scale optimization in 6G wireless networks,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Machine learning for large-scale optimization in 6G wireless networks,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.929778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8f9fca6-9f7a-4b37-b926-dff6a5966546 · outbound

This paper cites Deep learning in mobile and wireless networking: A survey,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Deep learning in mobile and wireless networking: A survey,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.933276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63f28618-d555-4d8e-9ce3-9fe75a13b501 · outbound

This paper cites Deep reinforcement learning-based mode selection and resource management for green fog radio access networks,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Deep reinforcement learning-based mode selection and resource management for green fog radio access networks,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.936631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed6a4dcf-12cd-44ba-b5d8-af8217a7ce50 · outbound

This paper cites Deep learning enabled multicast beamforming with mov- able antenna array,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Deep learning enabled multicast beamforming with mov- able antenna array,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.939953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb2393aa-8e24-44ff-81cb-98a16917c9eb · outbound

This paper cites Graph neural networks for scalable radio resource management: Architecture design and theoretical analysis,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Graph neural networks for scalable radio resource management: Architecture design and theoretical analysis,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.943548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4817ccb2-c8e0-4df5-8dff-5515749af863 · outbound

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

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Graph neural networks for wireless networks: Graph representation, architecture and evaluation,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.946923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b901e009-3afa-4400-a3b1-fc2fcb83c6a5 · outbound

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

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Graph neural networks for wireless communications: From theory to practice,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.950080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f5fcbb4-ddca-489c-b7a6-8d1516bdcb3c · outbound

This paper cites Zhang, T.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Zhang, T

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.954341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29c4bdae-51eb-4e5d-bfe9-c6be01be0ab0 · outbound

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

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Deep learning for energy efficient beamforming in MU-MISO networks: A GAT-based approach,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.957451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9960972b-944c-4a80-877d-1b698bcb8505 · outbound

This paper cites Reconfigurable intelligent surface as- sisted multiuser MISO systems exploiting deep reinforcement learning,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Reconfigurable intelligent surface as- sisted multiuser MISO systems exploiting deep reinforcement learning,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.960775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a1cb229-37b2-478a-b0f1-d0202502b143 · outbound

This paper cites Learning to reflect and to beamform for intelligent reflecting surface with implicit channel estimation,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Learning to reflect and to beamform for intelligent reflecting surface with implicit channel estimation,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.964009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2a80ef-08ea-4cac-90a9-06d63a26ac17 · outbound

This paper cites Beam training for pinching-antenna systems (PASS),.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Beam training for pinching-antenna systems (PASS),

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.967419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f9e479e-9e76-4c56-bfb0-e08e6cf762d2 · outbound

This paper cites On the performance of uplink pinching antenna systems (PASS),.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches On the performance of uplink pinching antenna systems (PASS),

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.970519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9a2ed90-bcbc-4ae2-a74b-1e3b13da834a · outbound

This paper cites Pinching- antenna systems (PASS)-enabled secure wireless communications,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Pinching- antenna systems (PASS)-enabled secure wireless communications,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.973666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4f83642-d039-4097-993e-c9b5eda26b89 · outbound

This paper cites Graph neural network enabled pinching antennas,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Graph neural network enabled pinching antennas,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.976787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9212e3bb-48a3-4f20-bca6-c5f86d2fb9e7 · outbound

This paper cites CaMPASS-Net: A deep learning framework on capacity maximization for MIMO pinching antenna systems in IoT,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches CaMPASS-Net: A deep learning framework on capacity maximization for MIMO pinching antenna systems in IoT,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.980031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c598504-888a-4478-95ae-35b45cbabb33 · outbound

This paper cites A graph neural network for learning beamforming in pinching antenna systems (PASS),.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches A graph neural network for learning beamforming in pinching antenna systems (PASS),

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.983245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1b5bdb3-c180-4dca-ae54-f031b5992a7d · outbound

This paper cites Agentic Graph Neural Networks for Wireless Communications and Networking Towards Edge General Intelligence: A Survey.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Agentic Graph Neural Networks for Wireless Communications and Networking Towards Edge General Intelligence: A Survey

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.986331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b151a5e2-433e-430e-8533-fd365b5890b5 · outbound

This paper cites Optimal wireless resource allocation with random edge graph neural networks,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Optimal wireless resource allocation with random edge graph neural networks,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.990021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 163d7209-1d22-4c8a-8dea-91ca1610d493 · outbound

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

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches GNN-based beamforming for sum-rate maximization in MU-MISO networks,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.993200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a38a608-1bba-4d24-945f-4274880cfa4e · outbound

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

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches GNN-enabled max-min fair beamforming,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.996327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb12b301-35cc-43cb-a8d8-0feb3ac85d76 · outbound

This paper cites A GNN-based supervised learning framework for resource allocation in wireless IoT networks,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches A GNN-based supervised learning framework for resource allocation in wireless IoT networks,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:19.999555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d219e06-84b3-47d6-9469-c3bfbc6230b8 · outbound

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

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches A deep learning framework for physical-layer secure beamforming,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.002794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64565d25-b3c2-4370-bbee-2796d76c0a4b · outbound

This paper cites GNN- enabled optimization of placement and transmission design for UA V communications,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches GNN- enabled optimization of placement and transmission design for UA V communications,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.006190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c363c63a-ed0d-452a-a128-99b5dee2588d · outbound

This paper cites Graph neural network enabled fluid antenna systems: A two-stage approach,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Graph neural network enabled fluid antenna systems: A two-stage approach,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.009437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eec7729-dc24-446c-a185-17cd434ab0e3 · outbound

This paper cites Hybrid MRT and ZF learning for energy-efficient transmission in multi-RIS-assisted networks,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Hybrid MRT and ZF learning for energy-efficient transmission in multi-RIS-assisted networks,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.012649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccbfc9d5-a676-4865-8d65-4e6ebf9aa04e · outbound

This paper cites Deep complex networks,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Deep complex networks,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.015821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a11d793-0506-4eb4-8b56-50e7d1bdaca7 · outbound

This paper cites Optimal multiuser trans- mit beamforming: A difficult problem with a simple solution structure [Lecture Notes],.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Optimal multiuser trans- mit beamforming: A difficult problem with a simple solution structure [Lecture Notes],

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.019131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 608702cd-5962-402a-96b9-f475eff62f01 · outbound

This paper cites Delving deep into rectifiers: Surpassing human-level performance on ImageNet classification,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Delving deep into rectifiers: Surpassing human-level performance on ImageNet classification,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.022265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 006f8865-c17a-4b1f-af88-9d84268d274f · outbound

This paper cites Adam: A method for stochastic optimization,.

RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Adam: A method for stochastic optimization,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:20.025403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8a1d071b-f090-4c0d-94ee-1e2c37b164a2 · inbound

Pinching Antenna Systems (PASS): Enabling Reconfigurable and Controllable Wireless Channels -- A Comprehensive Survey cites this paper.

Pinching Antenna Systems (PASS): Enabling Reconfigurable and Controllable Wireless Channels -- A Comprehensive Survey RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches

Reference 100

Resolution: verified exact; arxiv_id, observed 2026-07-13T02:17:15.093366Z

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 f84c598c-f581-4c2b-9d9d-a4dcd2873271 · inbound

Spectral- and Energy-efficient Multi-BS Multi-RIS Pinching-antenna Systems: A GNN-based Approach cites this paper.

Spectral- and Energy-efficient Multi-BS Multi-RIS Pinching-antenna Systems: A GNN-based Approach RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-13T02:17:15.093366Z

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 0ac9adb2-ac95-4eff-993b-75484b89ee63 · inbound

A Unified Fully Reconfigurable Architecture for Wireless Powered Communication Networks cites this paper.

A Unified Fully Reconfigurable Architecture for Wireless Powered Communication Networks RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-13T02:17:15.093366Z

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.