Paper Citation Record · LEDGER

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications

As of 14 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2605.14661.

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

pith.paper-citation-record.v1
2605.14661 v2

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T20:32:17.658231Z

measured 42 of 42 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T17:08:06.600121Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact7
verified fuzzy32
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c0b0088e-a6de-456e-ad6d-35eb2e9d53b9 · outbound

This paper cites Design and implementation of mmWave surface wave enabled fluid antennas and experimental results for fluid antenna multiple access.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Design and implementation of mmWave surface wave enabled fluid antennas and experimental results for fluid antenna multiple access

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:35:02.501219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 73b33c56-291b-4205-9611-e8a07d6a16bc · outbound

This paper cites A novel pixel-based reconfigurable antenna applied in fluid antenna systems with high switching speed,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications A novel pixel-based reconfigurable antenna applied in fluid antenna systems with high switching speed,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.841907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8b6ec0e6-273f-44a2-8c23-c02c358521d9 · outbound

This paper cites Programmable meta-fluid antenna for spatial multiplexing in fast fluctuating radio channels,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Programmable meta-fluid antenna for spatial multiplexing in fast fluctuating radio channels,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.832819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7e99641c-21b7-483d-b8fb-906d12f4d93a · outbound

This paper cites Fluid antenna systems.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Fluid antenna systems

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.847883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 31839bea-a311-477c-a108-954a1702ba28 · outbound

This paper cites Bruce Lee-inspired fluid antenna system: Six research topics and the potentials for 6G,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Bruce Lee-inspired fluid antenna system: Six research topics and the potentials for 6G,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.826496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 59d3b40c-da2f-451d-ae77-dab95b2dd6f8 · outbound

This paper cites Fluid antenna system: New insights on outage probability and diversity gain,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Fluid antenna system: New insights on outage probability and diversity gain,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.823755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 292f734e-742b-43cf-baca-136ccf3fd995 · outbound

This paper cites An information-theoretic characterization of MIMO- F AS: Optimization, diversity-multiplexing tradeoff andq-outage capacity,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications An information-theoretic characterization of MIMO- F AS: Optimization, diversity-multiplexing tradeoff andq-outage capacity,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.830055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 34eef779-d0a5-453a-baab-f1f8b4235d46 · outbound

This paper cites Port selection for fluid antenna systems,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Port selection for fluid antenna systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.835716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5b8cb2a6-6cf9-4f40-990d-995aa094ce08 · outbound

This paper cites Online learning-induced port selection for fluid antenna in dynamic channel environment,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Online learning-induced port selection for fluid antenna in dynamic channel environment,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.844953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation edf02ef6-8491-44a1-90ef-b85628d52e65 · outbound

This paper cites Optimizing reconfigurable antenna MIMO systems with coherent Ising machines,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Optimizing reconfigurable antenna MIMO systems with coherent Ising machines,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.818803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f35aee8f-a440-47c1-af38-854d6e3a471a · outbound

This paper cites Transmit and receive antenna port selection for channel capacity maximization in fluid-MIMO systems,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Transmit and receive antenna port selection for channel capacity maximization in fluid-MIMO systems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.816118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9d923b9a-3863-4d21-8fad-9242c382f7df · outbound

This paper cites Joint port selection and beamforming design for fluid antenna assisted integrated data and energy transfer,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Joint port selection and beamforming design for fluid antenna assisted integrated data and energy transfer,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.874240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6bb9c250-10d5-4203-928a-77f2d46c1281 · outbound

This paper cites Fluid Antenna-Aided Robust Secure Transmission for RSMA-ISAC Systems.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Fluid Antenna-Aided Robust Secure Transmission for RSMA-ISAC Systems

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:35:02.494899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 31f4a658-0bc0-4480-8dad-93d888e2691a · outbound

This paper cites Fluid antenna system liberating multiuser MIMO for ISAC via deep reinforcement learning,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Fluid antenna system liberating multiuser MIMO for ISAC via deep reinforcement learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.806201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bc04aac9-7380-48af-b063-0d4557414ce4 · outbound

This paper cites Deep learning enabled slow fluid antenna multiple access.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Deep learning enabled slow fluid antenna multiple access

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.810068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4b92e911-d08b-4ce8-a74d-e272c671f741 · outbound

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

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Graph neural network enabled fluid antenna systems: A two- stage approach,

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:35:01.844751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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

This paper cites Port-LLM: A Port Prediction Method for Fluid Antenna based on Large Language Models.

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 2026-08-14T06:32:32.682623+00:00.

Observation 12107696-cc6c-4921-9f0e-9f6d97752d07 · outbound

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

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Large Language Model Empowered Design of Fluid Antenna Systems: Challenges, Frameworks, and Case Studies for 6G

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:35:02.504202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b5fe8af1-6e0f-4815-969d-249d27ce4bbe · outbound

This paper cites A systematic survey on large language models for algorithm design,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications A systematic survey on large language models for algorithm design,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.813175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e1e8d5c8-a244-4e60-95c7-8da819b68721 · outbound

This paper cites Algorithm Evolution Using Large Language Model.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Algorithm Evolution Using Large Language Model

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:35:02.503724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ecf9d940-249b-40be-aa88-5799cfa70002 · outbound

This paper cites Evolution of heuristics: Towards eﬀicient automatic algorithm design using large language model,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Evolution of heuristics: Towards eﬀicient automatic algorithm design using large language model,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.821150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 88732dc2-9c2c-4d58-9503-e31cca963c33 · outbound

This paper cites Mathematical discoveries from program search with large language models,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Mathematical discoveries from program search with large language models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.838946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation adf02951-4578-4598-bfc6-3e900914d421 · outbound

This paper cites LLM-assisted automatic memetic algorithm for lot-streaming hybrid job shop scheduling with variable sublots,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications LLM-assisted automatic memetic algorithm for lot-streaming hybrid job shop scheduling with variable sublots,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.860884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c130a8a7-f900-4e67-94e5-b188a3475125 · outbound

This paper cites Large language model-driven large neighborhood search for large-scale MILP problems,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Large language model-driven large neighborhood search for large-scale MILP problems,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.881434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a50b075b-35c8-4472-964a-f86da9f2a8d7 · outbound

This paper cites Evolve cost-aware acquisition functions using large language models,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Evolve cost-aware acquisition functions using large language models,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.857540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d0d1c1d9-c77c-48b8-be9e-a6747c05cc0f · outbound

This paper cites Zhang, J.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Zhang, J

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.870781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7dd7a717-ae91-434a-8c5c-886327d26c2d · outbound

This paper cites Solution of the multiuser downlink beamforming problem with individual SINR constraints,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Solution of the multiuser downlink beamforming problem with individual SINR constraints,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.801542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9530dd53-e77a-4e9f-b6ac-2bae56118932 · outbound

This paper cites an unresolved cited work.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-07-07T19:54:03.803943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7202456a-600d-4a05-9f97-384f9a441213 · outbound

This paper cites Modeling and Performance Anal- ysis for Movable Antenna Enabled Wireless Communications,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Modeling and Performance Anal- ysis for Movable Antenna Enabled Wireless Communications,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.854429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 50c5a207-af91-443f-89d4-565a41f513fc · outbound

This paper cites an unresolved cited work.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-07-07T19:54:03.790578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3eec24f4-50c6-4b1f-a087-05fd8f7f1ed4 · outbound

This paper cites The General Combinatorial Optimization Problem: Towards Automated Algorithm Design,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications The General Combinatorial Optimization Problem: Towards Automated Algorithm Design,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.812868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9a3b87f5-31d6-4d42-989a-bed202937553 · outbound

This paper cites LLM4AD: Large Language Model for Algorithm Design,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications LLM4AD: Large Language Model for Algorithm Design,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.810739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f1b2b212-33aa-4e63-bc93-8e429949a886 · outbound

This paper cites Lower bounds and reduction procedures for the bin packing problem. Discrete applied mathematics,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Lower bounds and reduction procedures for the bin packing problem. Discrete applied mathematics,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.864121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 17f9827c-c71a-46bf-b30f-87c35fec17d2 · outbound

This paper cites A probabilistic heuristic for a computationally diﬀicult set covering problem,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications A probabilistic heuristic for a computationally diﬀicult set covering problem,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.789574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 95178cdf-13d9-454d-813d-6394ff3d1340 · outbound

This paper cites RBFOpt: an open-source library for black-box optimization with costly function evaluations,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications RBFOpt: an open-source library for black-box optimization with costly function evaluations,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.797263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b2bd7ea5-33d6-4471-a86a-88fb87b9d9d6 · outbound

This paper cites Attention is all you need,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Attention is all you need,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.794796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e2783a47-950b-481b-98aa-5922c29f62ff · outbound

This paper cites LLM-Based Port Selection and Beamforming for Multiuser MISO With Fluid Antenna Systems,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications LLM-Based Port Selection and Beamforming for Multiuser MISO With Fluid Antenna Systems,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.877661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2e36b978-3a83-4b85-8f23-4933e9a82d14 · outbound

This paper cites Hong et al., “F AS Meets OFDM: Enabling Wideband 5G NR, IEEE Transactions on Communications, vol.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Hong et al., “F AS Meets OFDM: Enabling Wideband 5G NR, IEEE Transactions on Communications, vol

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.804490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 816d11d4-00ff-4062-b94c-d3fbbaaef80c · outbound

This paper cites UA V- Enabled Passive 6D Movable Antennas: Joint Deployment and Beamforming Optimization,.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications UA V- Enabled Passive 6D Movable Antennas: Joint Deployment and Beamforming Optimization,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.851637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ffe4a964-3a1b-4048-bfc0-4fc05fca242b · outbound

This paper cites Rotatable Antenna-Empowered Wireless Networks: A Tutorial.

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications Rotatable Antenna-Empowered Wireless Networks: A Tutorial

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-14T02:19:27.723717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3a1c914f-69fb-4e72-8cca-467dc5996209 · outbound

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

LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications 6D Movable Antenna Based on User Distribution: Modeling and Optimization,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T19:54:03.867389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation f2e1e5ee-ab29-44c1-a4aa-1bceff4c8cec · inbound

Autonomous Discovery of Wireless Communications Algorithms cites this paper.

Autonomous Discovery of Wireless Communications Algorithms LLM-Enabled Automated Algorithm Design for Multiuser Fluid Antenna Communications

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T17:08:06.600121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.