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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+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

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  • verified fuzzy0
  • unresolved42
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  • malformed identifier0
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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

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source=pdf_text observed=2026-08-03T20:24:19.886303Z digest=sha256:ea2a8cb68e9099a45e4f265d360829d0df685cba0a94f411f769863fa6e9a75e

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

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source=pdf_text observed=2026-08-03T20:24:19.890596Z digest=sha256:ac0854b552a32bdf4ba936215697fa8669234a5a866b922777cdc7253fea1df0

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

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source=pdf_text observed=2026-08-03T20:24:19.894119Z digest=sha256:f8ec56177808f50dd4ba7bcdc04968cdfe77a16dc148e95b7ec95073bd7dbbeb

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

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source=pdf_text observed=2026-08-03T20:24:19.898177Z digest=sha256:1a63a4bbfcbf324985871d6dafacee933382f12eb5fc2e17c0aeed6b634de09d

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

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source=pdf_text observed=2026-08-03T20:24:19.901838Z digest=sha256:6878c69f3e081022e42be99187b9d85bd5fb176636ff6d59be2cc1460a708c70

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

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source=pdf_text observed=2026-08-03T20:24:19.905307Z digest=sha256:84d0552e0ae88be95400569b9c141831831c24b9a591e9c0171c2129f4996c5c

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

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source=pdf_text observed=2026-08-03T20:24:19.909413Z digest=sha256:215da5a6240cc40f13750a9c9502c74703d20bcf3378570382308a89c26c2774

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

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source=pdf_text observed=2026-08-03T20:24:19.912747Z digest=sha256:785445df03fdd29001e799974022e7263eacd435caf932bf5a78bb0e0d0b60bb

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

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source=pdf_text observed=2026-08-03T20:24:19.916127Z digest=sha256:e239d0e964e5cbc20682f7c5f47340fbb13d591b1b8fe3d120571fcc5e8e19f5

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

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source=pdf_text observed=2026-08-03T20:24:19.919394Z digest=sha256:acfba81446c5e14a12861b6e10b417760d2469abca2c0357a758e80ce54dd187

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

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source=pdf_text observed=2026-08-03T20:24:19.922686Z digest=sha256:4d9fb2314730ee6029c0a307ed613b37504f3b275b656f446bd2be0866bf14f1

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

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source=pdf_text observed=2026-08-03T20:24:19.926430Z digest=sha256:e688a2aa1424983f7c3b12e6098536f6d4ba736b198ea121a257013ff23184aa

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

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source=pdf_text observed=2026-08-03T20:24:19.929778Z digest=sha256:529fee86e8e9b0a21a11a40d44a371112eea9bbb4e6fd2af019dc2a7a22ff4aa

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

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source=pdf_text observed=2026-08-03T20:24:19.933276Z digest=sha256:bdc4c2ae237e55624d15180e747652cd7ccbabba54d810a7d636a8c052d04fbb

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

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source=pdf_text observed=2026-08-03T20:24:19.936631Z digest=sha256:d144b5621359490cc39f8c25e6a3113888a4bae3a88168fcdd6d387da969d5d9

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

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source=pdf_text observed=2026-08-03T20:24:19.939953Z digest=sha256:6fc0a1589a566db7fce955569279266948c9c04658464a57dba7d799a8a879ce

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

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source=pdf_text observed=2026-08-03T20:24:19.943548Z digest=sha256:4ed5476e552cb5c70915535298e76bc82c038a73c5aef3b5144d25195a6d99cd

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

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source=pdf_text observed=2026-08-03T20:24:19.946923Z digest=sha256:9369a7cfed2156db11d70e056cf4b95271c28e1b4dd021cb6d5bb4fe79ce5bf3

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

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source=pdf_text observed=2026-08-03T20:24:19.950080Z digest=sha256:3ac330eb2a217aa005cbaebeda6d7c44534b627fe5e75927b1f6e62dd1a267c6

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

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source=pdf_text observed=2026-08-03T20:24:19.954341Z digest=sha256:f85badc771830626f4f7f7041526261cb406e0b8a08be00dcc44d4bbeb274c67

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

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source=pdf_text observed=2026-08-03T20:24:19.957451Z digest=sha256:a5146dad9ffef5c5fd0f7cf59e1cb4afbbb9e55770c7d8b5962989411ead680f

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

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source=pdf_text observed=2026-08-03T20:24:19.960775Z digest=sha256:81b6b77003d9a1fa38695e67170525b2bcb3e48e78a31964a3d6b595963abe36

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

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source=pdf_text observed=2026-08-03T20:24:19.964009Z digest=sha256:b33783f91a2e68d4cb15db64dcd205d645485313f5fcf4113e3f86e86b5402e4

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

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source=pdf_text observed=2026-08-03T20:24:19.967419Z digest=sha256:f1ba7693cbb2a2dc20faa65ccdc8bc43e58cd9cbc09557344db25be098e74b96

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

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source=pdf_text observed=2026-08-03T20:24:19.970519Z digest=sha256:50d06f7633fe9f4f70da54522ead11130b67efc69db09648044475068f0d286a

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

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source=pdf_text observed=2026-08-03T20:24:19.973666Z digest=sha256:40953f2a2710124e9aa93eabaa333b681a02d84bc29125cfb7a155627d2f10f7

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

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source=pdf_text observed=2026-08-03T20:24:19.976787Z digest=sha256:794883c1ff45799647f41b17560a350d79362a29a3f59dd9ae1bd0eb143c04b3

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

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source=pdf_text observed=2026-08-03T20:24:19.980031Z digest=sha256:ddc35466ba1f2c5a36c41d375e48e27e5f41bc392e1e98e290b1d6a3a76f1b28

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

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source=pdf_text observed=2026-08-03T20:24:19.983245Z digest=sha256:3fb229c5d09a7fb53f75b6f7365e7cbf52d971baec5a3ebae4f958363b4c3c0d

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

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source=pdf_text observed=2026-08-03T20:24:19.986331Z digest=sha256:06075fd6cad9b69b63a92319333b358cc0d297829250c26b5754b794ac161db3

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

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source=pdf_text observed=2026-08-03T20:24:19.990021Z digest=sha256:6c85fd88203bd5fde45dc60fb27fae642c9ed7f8a40577417fe9eb1af0679151

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

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source=pdf_text observed=2026-08-03T20:24:19.993200Z digest=sha256:25293b4332de3cee29b83df4b707773af22752e4b91b0b488cdb8f61975298ba

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

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source=pdf_text observed=2026-08-03T20:24:19.996327Z digest=sha256:bdd89a6f7444ea06664cf5084edd4cbbfd8fbcaed8c9c5fd83197bcd35413afd

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

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source=pdf_text observed=2026-08-03T20:24:19.999555Z digest=sha256:5b97fee3400099c0c51b576d16e03785fcb2fcc19e040e2eee0366fc09455b23

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

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source=pdf_text observed=2026-08-03T20:24:20.002794Z digest=sha256:e7a0b0f4648413791aaa0b0d89bb4bf9a13555dba43cb6324b805507ad1b21b1

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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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