Paper Citation Record · LEDGER

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

As of 10 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 6 inbound Pith citation observations for arXiv:2502.09857.

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

pith.paper-citation-record.v1
2502.09857 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:22:35.956654Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:09:35.281468Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T13:18:13.183933Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy15
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 075d345c-7109-4370-9410-e00f2fdb2eca · outbound

This paper cites Fluid Antenna Systems,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Fluid Antenna Systems,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.313037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d6c3bd1-9bac-4604-8c0c-18ca1e39a7b0 · outbound

This paper cites Port Selection for Fluid Antenna Systems,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Port Selection for Fluid Antenna Systems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.287485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d75c99b-e0f5-4f7c-a6a1-d2695948cc46 · outbound

This paper cites Performance Limits of Fluid Antenna Systems,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Performance Limits of Fluid Antenna Systems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.261661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29453110-f5fd-4e1d-a435-f7c31faa675e · outbound

This paper cites Liquid Antennas: Past, Present and Future,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Liquid Antennas: Past, Present and Future,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.864620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1066df9-83fb-4f0d-aa9b-d18b85d64453 · outbound

This paper cites Historical Review of Fluid Antenna and Movable Antenna.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Historical Review of Fluid Antenna and Movable Antenna

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.868352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb5be30c-8828-4faa-90ac-f105658eeb75 · outbound

This paper cites 6D Movable Antenna Based on User Dis- tribution: Modeling and Optimization,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models 6D Movable Antenna Based on User Dis- tribution: Modeling and Optimization,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.241977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ed524e1a-84f1-43af-b1be-2349e0a753ac · outbound

This paper cites 6D Movable Antenna Enhanced Wireless Network via Discrete Position and Rotation Opti- mization,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models 6D Movable Antenna Enhanced Wireless Network via Discrete Position and Rotation Opti- mization,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.230416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e06452b5-fee7-489b-8a79-a94bfa3093fa · outbound

This paper cites Movable antennas for wireless commu- nication: Opportunities and challenges,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Movable antennas for wireless commu- nication: Opportunities and challenges,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.880133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e13eaa4f-c5bc-4265-a8d4-8422f7a38b58 · outbound

This paper cites Fluid Antenna System—Part I: Preliminaries,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Fluid Antenna System—Part I: Preliminaries,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.883908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68e36d5b-36c4-4bbd-8edb-6f6e0dd3314d · outbound

This paper cites Fluid Antenna System—Part II: Research Opportunities,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Fluid Antenna System—Part II: Research Opportunities,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.202828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7ccbad69-e5d3-4145-b162-e2028b16808b · outbound

This paper cites Movable-Antenna Enhanced Multiuser Communication via Antenna Position Optimization,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Movable-Antenna Enhanced Multiuser Communication via Antenna Position Optimization,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.190831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06896b5a-cc38-455e-984f-b740c29fd0ff · outbound

This paper cites MIMO Capacity Characterization for Movable Antenna Systems,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models MIMO Capacity Characterization for Movable Antenna Systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.179838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d799004-5799-4cf5-a894-5bb96140ccdc · outbound

This paper cites Addressing the curse of mobility in massive MIMO with prony-based angular-delay domain channel predictions,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Addressing the curse of mobility in massive MIMO with prony-based angular-delay domain channel predictions,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.897820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eb12ab6-1375-4717-b684-5f4f2c32cace · outbound

This paper cites Transforming Time-Varying to Static Channels: The Power of Fluid Antenna Mobility.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Transforming Time-Varying to Static Channels: The Power of Fluid Antenna Mobility

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-07T20:22:36.048174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 641b0df2-c8fb-4316-826d-a85aa315a70a · outbound

This paper cites Large Language Models for Telecom: Forthcoming Impact on the Industry,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Large Language Models for Telecom: Forthcoming Impact on the Industry,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.905291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd702082-91da-4d72-bad8-022907148312 · outbound

This paper cites A Superdirective Beamforming Ap- proach based on MultiTransUNet-GAN,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models A Superdirective Beamforming Ap- proach based on MultiTransUNet-GAN,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.154772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4cf410c-10ce-4913-a31e-1bf2df208167 · outbound

This paper cites Machine Learning-Based Antenna Selection in Wireless Communications,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Machine Learning-Based Antenna Selection in Wireless Communications,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.143406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e29671c2-fa65-4d79-b7cc-5c4e77435837 · outbound

This paper cites A Critical Review of Recurrent Neural Networks for Sequence Learning.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models A Critical Review of Recurrent Neural Networks for Sequence Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.915739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82225e7a-4b30-4ea8-8c35-003a57c342da · outbound

This paper cites Long Short-Term Memory,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Long Short-Term Memory,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.131662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f91e3c1-6532-41e7-a62f-e8d950da6708 · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.923210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10de6950-2af0-4ea3-a70c-00a2f1e04658 · outbound

This paper cites Language models are unsupervised multitask learners,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Language models are unsupervised multitask learners,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.926980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cce6f436-c67a-4915-850e-d3446a1905a4 · outbound

This paper cites Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.930857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f31d1fa5-0537-45e9-a648-a87d8d0dfb6b · outbound

This paper cites LLM4CP: Adapting Large Language Models for Channel Prediction,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models LLM4CP: Adapting Large Language Models for Channel Prediction,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.113294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e9463bcc-1d0c-4f37-a1ae-99d0e6eed2c4 · outbound

This paper cites Beam Prediction based on Large Language Models.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Beam Prediction based on Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.938541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08ce1686-cc3f-4337-8b60-19b34c85d821 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.942402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9870bb7-99c8-49dc-8672-4b59b6967354 · outbound

This paper cites Technical Report TR 38.901, available: http://www.3gpp.org, 2019.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Technical Report TR 38.901, available: http://www.3gpp.org, 2019

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T20:22:35.946660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caa20395-ea5e-4a44-b036-7e4810372ecc · outbound

This paper cites Attention is All you Need,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Attention is All you Need,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.095399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ea9be337-300d-4a63-947d-7a2e4468fdb7 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.083652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d33a7adc-fb69-4e83-b772-60cacbd67eb6 · outbound

This paper cites Eigen-Based Transceivers for the MIMO Broadcast Channel With Semi-Orthogonal User Selection,.

Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models Eigen-Based Transceivers for the MIMO Broadcast Channel With Semi-Orthogonal User Selection,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:22:36.071587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation ae7e9b5f-b20a-483f-9514-3aa563dfe8f1 · inbound

Resilient LLM-Empowered Semantic MAC Protocols via Zero-Shot Adaptation and Knowledge Distillation cites this paper.

Resilient LLM-Empowered Semantic MAC Protocols via Zero-Shot Adaptation and Knowledge Distillation Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:35.281468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76bd04e-48be-4fd1-a9d4-55d9d28af5a5 · inbound

Large Language Model Empowered Design of Fluid Antenna Systems: Challenges, Frameworks, and Case Studies for 6G cites this paper.

Large Language Model Empowered Design of Fluid Antenna Systems: Challenges, Frameworks, and Case Studies for 6G Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:24.744753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65a324b6-9510-41fe-a153-0306eb4a6304 · inbound

LVM4CSI: Enabling Direct Application of Pre-Trained Large Vision Models for Wireless Channel Tasks cites this paper.

LVM4CSI: Enabling Direct Application of Pre-Trained Large Vision Models for Wireless Channel Tasks Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T19:37:33.208562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c398674-2cee-4ea3-98f3-984b53cfc4fb · inbound

Vehicle-to-Infrastructure Collaborative Spatial Perception via Multimodal Large Language Models cites this paper.

Vehicle-to-Infrastructure Collaborative Spatial Perception via Multimodal Large Language Models Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T10:42:47.360252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6402ea9a-f1a5-44c1-ab45-18465c6c3084 · inbound

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications cites this paper.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:35:02.501066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 30eca9f3-c3d0-4ace-838e-75eb94ae2ade · inbound

Reconfigurable Antennas for Next-generation Mobile Communication Networks: A Comprehensive Survey and Tutorial cites this paper.

Reconfigurable Antennas for Next-generation Mobile Communication Networks: A Comprehensive Survey and Tutorial Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models

Reference 95

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:18:13.185588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.