Paper Citation Record · LEDGER

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming

As of 14 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2507.14035.

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

pith.paper-citation-record.v1
2507.14035 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:18:30.239071Z

measured 35 of 35 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

verified exact2
verified fuzzy27
unresolved5
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d29e404b-f9a9-44cf-bfb1-17ac67ed2de2 · outbound

This paper cites A tutorial on ﬂuid antenna system for 6G networks: Encompassing communication theory, optimizati on meth- ods and hardware designs,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming A tutorial on ﬂuid antenna system for 6G networks: Encompassing communication theory, optimizati on meth- ods and hardware designs,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:18:26.016688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 779152b3-a1a4-4b76-9f8e-36e4de0344fb · outbound

This paper cites Fluid ant enna system for 6G: When Bruce Lee inspires wireless communications,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Fluid ant enna system for 6G: When Bruce Lee inspires wireless communications,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:36.460683Z

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 14c03128-4ce8-49c5-af3c-2708163d0742 · outbound

This paper cites Br uce Lee- inspired ﬂuid antenna system: Six research topics and the po tentials for 6G,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Br uce Lee- inspired ﬂuid antenna system: Six research topics and the po tentials for 6G,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:36.321986Z

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 b04aaf28-5fdd-4a0e-ac7b-e42d7bd8256f · outbound

This paper cites Antenna selection in MIMO systems,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Antenna selection in MIMO systems,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:36.165941Z

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 3953341d-eecd-402c-98ef-a841237efac9 · outbound

This paper cites MIMO systems with antenna sel ection,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming MIMO systems with antenna sel ection,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:36.058618Z

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 980f5116-fb77-4e27-8b30-b5ace0d4945b · outbound

This paper cites Perf ormance limits of ﬂuid antenna systems,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Perf ormance limits of ﬂuid antenna systems,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:18:26.568404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be12069c-e898-440f-95e2-f41264447c3a · outbound

This paper cites Flui d antenna systems,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Flui d antenna systems,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:35.899900Z

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 2d56c52b-6b4d-48aa-b2e7-8eeaa046bd96 · outbound

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

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Design and implementation of mmWave surface wave enabled ﬂuid antennas and experimental results for ﬂuid ant enna multiple access,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:18:26.869269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9577bb98-e7fa-4988-9470-b6e5b340f1d2 · outbound

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

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming A novel pixel-based reconﬁgurable antenna applied in ﬂuid antenna systems with high switching speed,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:35.774810Z

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 3cc8919b-f7a0-4f62-bb8a-b338d000bc1b · outbound

This paper cites Be Water, My Antennas: Riding on Radio Wave Fluctuation in Nature for Spatial Multiplexing using Programmable Meta-Fluid Antenna.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Be Water, My Antennas: Riding on Radio Wave Fluctuation in Nature for Spatial Multiplexing using Programmable Meta-Fluid Antenna

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:18:31.186361Z

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 026318db-a7cd-46b7-90c5-e45da5861e43 · outbound

This paper cites Fluid antennas: Reshaping intrinsic properties for ﬂexible radiation characteristics in intelligent wireles s networks,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Fluid antennas: Reshaping intrinsic properties for ﬂexible radiation characteristics in intelligent wireles s networks,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T16:18:27.251180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c0cfff-0e91-4b77-8e60-233ead625ea4 · outbound

This paper cites Joint beamforming and antenna design for near-ﬁeld ﬂuid antenna system,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Joint beamforming and antenna design for near-ﬁeld ﬂuid antenna system,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:35.593595Z

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 2657d9c2-b956-4c26-999c-27e38602c469 · outbound

This paper cites Fluid antenna-assisted ISAC systems,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Fluid antenna-assisted ISAC systems,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:35.383480Z

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 4381f9e8-eb86-4275-a3cd-004fbbb8848f · outbound

This paper cites Antenna positioning and beamforming design for ﬂuid antenna-assisted multi-user downlink communications,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Antenna positioning and beamforming design for ﬂuid antenna-assisted multi-user downlink communications,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:35.256156Z

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 f44737b4-4db3-4d41-82ed-e56b05156b58 · outbound

This paper cites Shifting the ISAC trade-off with ﬂuid antenna systems,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Shifting the ISAC trade-off with ﬂuid antenna systems,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:35.024390Z

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 30e3976f-e552-4654-94f5-bc078c81d92f · outbound

This paper cites Transmit and receive anten na port selection for channel capacity maximization in ﬂuid-MIMO s ystems,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Transmit and receive anten na port selection for channel capacity maximization in ﬂuid-MIMO s ystems,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:34.714685Z

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 b8019303-9d3d-4296-bfad-181379a8b64f · outbound

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

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Fluid antenna system liberating multiuser MIMO for ISAC via deep reinforcement learning,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:18:28.098745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b28b854e-354e-45e2-828b-d9fcdfa2f177 · outbound

This paper cites Learning to reﬂect and t o beamform for intelligent reﬂecting surface with implicit channel es timation,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Learning to reﬂect and t o beamform for intelligent reﬂecting surface with implicit channel es timation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:34.441194Z

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 df46d3cb-4e82-4fbb-9943-fc3e2766fa8c · outbound

This paper cites A distributed machine learning-based approach for IRS- enhanced cell-free MIMO networks,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming A distributed machine learning-based approach for IRS- enhanced cell-free MIMO networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:34.217275Z

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 51f76c9f-e895-4609-9596-b4adaffae2b3 · outbound

This paper cites Distributed hybr id beamform- ing for downlink multi-user space-MIMO communications,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Distributed hybr id beamform- ing for downlink multi-user space-MIMO communications,

Reference 20

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T16:18:30.986420Z

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 e09921d9-e694-49ae-bf6b-75eeea2c28bd · outbound

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

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming GNN-based beamforming for sum-rate maximization in MU-MISO networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:33.910195Z

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 1b1ebf92-a8ee-473b-b2f5-3ed7558d7f11 · outbound

This paper cites Graph neura l network aided power control in partially connected cell-free massi ve MIMO,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Graph neura l network aided power control in partially connected cell-free massi ve MIMO,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:33.661139Z

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 dffb73de-7b94-41ba-a003-7ca3324a73f7 · outbound

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

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming GNN-enabled max-min fair beamforming,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:33.347775Z

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 e1a52267-104f-4327-a2c6-3c0e613989f8 · outbound

This paper cites Distributed aut o-learning GNN for multi-cell cluster-free NOMA communications,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Distributed aut o-learning GNN for multi-cell cluster-free NOMA communications,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:33.124445Z

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 590d50ef-f390-49d4-87b7-bd352ea7b560 · outbound

This paper cites GSM: A GNN-based Space-MIMO Framework for Direct-to-Cell Communications.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming GSM: A GNN-based Space-MIMO Framework for Direct-to-Cell Communications

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:18:30.503575Z

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 6adc83c2-4b29-454a-a1f7-78707a37f919 · outbound

This paper cites TGPA: Tile-grained pipeline architecture for low latenc y CNN inference,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming TGPA: Tile-grained pipeline architecture for low latenc y CNN inference,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.942752Z

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 b86ec2e2-e47c-43ba-8a51-fdc7787f07a0 · outbound

This paper cites DNNExplorer: A framework for modeling and ex- ploring a novel paradigm of FPGA-based DNN accelerator,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming DNNExplorer: A framework for modeling and ex- ploring a novel paradigm of FPGA-based DNN accelerator,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.771528Z

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 9e23efcf-071a-4087-a8ee-c0a5b4442431 · outbound

This paper cites Gemmini: Enabling systematic deep learning architecture evaluation via full-stack integration,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Gemmini: Enabling systematic deep learning architecture evaluation via full-stack integration,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.652014Z

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 d8fce443-b6cf-4557-ba58-66a529e04567 · outbound

This paper cites OPU: An FPGA-base d overlay processor for convolutional neural networks,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming OPU: An FPGA-base d overlay processor for convolutional neural networks,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.517840Z

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 cb0a7c8e-66ed-4782-85fa-4b1611a0935f · outbound

This paper cites Light-OPU: An FPGA-ba sed overlay processor for lightweight convolutional neural ne tworks,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Light-OPU: An FPGA-ba sed overlay processor for lightweight convolutional neural ne tworks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.359300Z

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 718f99f6-8ec9-4fc1-89c7-fab52b443f36 · outbound

This paper cites Graph-OPU: A highly ﬂexible FPGA-based overlay pro- cessor for graph neural networks,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Graph-OPU: A highly ﬂexible FPGA-based overlay pro- cessor for graph neural networks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.176090Z

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 d00de03e-5d88-48ef-957c-7abd873dd826 · outbound

This paper cites An information-theoretic characterization of MIMO-FAS: Optimization, diversity-multiplexing tradeoff and q-outage capacity,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming An information-theoretic characterization of MIMO-FAS: Optimization, diversity-multiplexing tradeoff and q-outage capacity,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:32.038270Z

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 c251c1e9-f28e-4ea5-a484-1a1f07b36ff0 · outbound

This paper cites Intelligent reﬂecting surface enabled integrated sensi ng, communication and computation,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Intelligent reﬂecting surface enabled integrated sensi ng, communication and computation,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:31.853398Z

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 921e8350-2309-41d2-92ff-e9b2d35b18e4 · outbound

This paper cites Intelligent re ﬂecting sur- face backscatter downlink multi-user communications with radar sensing,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Intelligent re ﬂecting sur- face backscatter downlink multi-user communications with radar sensing,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:31.652575Z

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 be95cf54-f1fd-4605-be88-fdc6b87b97ed · outbound

This paper cites Optimizing FPGA-based accelerator design for deep convolutional neural networks,.

Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Optimizing FPGA-based accelerator design for deep convolutional neural networks,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:18:31.446261Z

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

No inbound Pith citation observations are available.