Paper Citation Record · LEDGER

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching

As of 5 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2604.10372.

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

pith.paper-citation-record.v1
2604.10372 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:12:51.552471Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:56:27.906240Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact3
verified fuzzy28
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 16a18054-f0aa-41af-ab07-f7f865c77092 · outbound

This paper cites Integrated sensing and communications: Toward dual-func tional wire- less networks for 6G and beyond.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Integrated sensing and communications: Toward dual-func tional wire- less networks for 6G and beyond

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.090673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 670d658a-da71-4043-a931-7870f11a4fe0 · outbound

This paper cites MARL-based UA V traj ectory and beamforming optimization for ISAC system.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching MARL-based UA V traj ectory and beamforming optimization for ISAC system

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.113693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 511e86a7-5720-49ea-9d4d-29da57b04dfa · outbound

This paper cites Mult i- beam object-localization for millimeter-wave ISAC-aided connected autonomous vehicles.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Mult i- beam object-localization for millimeter-wave ISAC-aided connected autonomous vehicles

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.035131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fdfc2d31-ed8c-4834-a021-d593751da3ad · outbound

This paper cites Integrated sensin g and communications (ISAC) for vehicular communication networ ks (VCN).

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Integrated sensin g and communications (ISAC) for vehicular communication networ ks (VCN)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.102344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 26c11df6-fd9c-4350-a546-ab00b3345338 · outbound

This paper cites DOA estimat ion-oriented joint array partitioning and beamforming designs for ISAC s ystems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching DOA estimat ion-oriented joint array partitioning and beamforming designs for ISAC s ystems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.110066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 27e2e0a3-9839-4930-8607-603df6043224 · outbound

This paper cites Intelligent reﬂecting surface enhan ced wireless network via joint active and passive beamforming.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Intelligent reﬂecting surface enhan ced wireless network via joint active and passive beamforming

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.060890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ea418212-e713-4e5a-b8cc-1007195878da · outbound

This paper cites Modeling and performance ana lysis for movable antenna enabled wireless communications.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Modeling and performance ana lysis for movable antenna enabled wireless communications

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.025881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a99e1b9f-5bdf-493d-9bac-b5195f70328b · outbound

This paper cites Fl uid antenna systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Fl uid antenna systems

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.129446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b5703dd0-e777-4cb9-8189-e8878ea06576 · outbound

This paper cites Uplink and Downlink Communications in Segmented Waveguide-Enabled Pinching-Antenna Systems (SWANs).

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Uplink and Downlink Communications in Segmented Waveguide-Enabled Pinching-Antenna Systems (SWANs)

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:01:05.085722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4308509f-f5ff-4227-be74-9997ad6cf355 · outbound

This paper cites Integrated sensin g and commu- nication for segmented waveguide-enabled pinching antenn a systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Integrated sensin g and commu- nication for segmented waveguide-enabled pinching antenn a systems

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:01:05.137235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6377f697-78e4-47b7-ac02-5d097a278ce5 · outbound

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

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Flexible-ant enna systems: A pinching-antenna perspective

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.117294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 38654b32-6998-46ae-9585-a0ded8d7c0eb · outbound

This paper cites Dist ributed antenna selection and beamforming for ELAA based downlink I SAC systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Dist ributed antenna selection and beamforming for ELAA based downlink I SAC systems

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.073380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a10c1d4e-cb8d-4136-9b8a-afd7417910c7 · outbound

This paper cites An tenna selection with beam squint compensation for integrated sen sing and communications.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching An tenna selection with beam squint compensation for integrated sen sing and communications

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.081484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 58731a3b-1d91-4af7-bdd8-1d1c97dfa9e4 · outbound

This paper cites Joint transmit/receive anten na selection and beamforming design for ISAC systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Joint transmit/receive anten na selection and beamforming design for ISAC systems

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.121267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3280987b-38a5-4e98-9b86-e054ca63a7d1 · outbound

This paper cites Rate maximizat ion for down- link pinching-antenna systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Rate maximizat ion for down- link pinching-antenna systems

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.094624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fe2514d6-021f-4c69-8a2e-04f6997409d6 · outbound

This paper cites Minimum data rate maximization for uplink pinching-anten na systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Minimum data rate maximization for uplink pinching-anten na systems

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.137626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 575cda1f-4772-4090-b071-99134513154d · outbound

This paper cites Joint Transmit and Pinching Beamforming for Pinching Antenna Systems (PASS): Optimization-Based or Learning-Based?.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Joint Transmit and Pinching Beamforming for Pinching Antenna Systems (PASS): Optimization-Based or Learning-Based?

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:21:31.184794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 91151781-4295-411e-96ac-e251e1674d31 · outbound

This paper cites Pinch ing antenna systems for integrated sensing and communications.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Pinch ing antenna systems for integrated sensing and communications

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.133467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7d5f0d2b-8964-4bac-82ae-41eabb24bb10 · outbound

This paper cites Joint beamformin g for noma assisted pinching antenna systems (PASS).

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Joint beamformin g for noma assisted pinching antenna systems (PASS)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.056826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b88de7aa-1e2c-4d16-9542-eb64bb3c7672 · outbound

This paper cites Deep learni ng-based beamforming optimization for ISAC systems: A low-complexi ty and transferable framework.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Deep learni ng-based beamforming optimization for ISAC systems: A low-complexi ty and transferable framework

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.086051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d5a5ceff-6730-479e-a888-248760a09026 · outbound

This paper cites Transfer learning and meta learning-based fast downlink beamformin g adapta- tion.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Transfer learning and meta learning-based fast downlink beamformin g adapta- tion

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.077119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e10b9fc2-9d64-47dd-8bf0-96b031ecdf86 · outbound

This paper cites Deep reinforcement learning-based optimization fo r IRS-assisted cognitive radio systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Deep reinforcement learning-based optimization fo r IRS-assisted cognitive radio systems

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.069329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fb4be000-16fe-46ca-83b9-c130a9e66e38 · outbound

This paper cites Semi-supervised classiﬁcat ion with graph convolutional networks.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Semi-supervised classiﬁcat ion with graph convolutional networks

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.106401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 389b8c8a-db73-4c85-95d8-b0a062a428bd · outbound

This paper cites IC GNN: Graph neural network enabled scalable beamforming for MISO interfer- ence channels.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching IC GNN: Graph neural network enabled scalable beamforming for MISO interfer- ence channels

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.052419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a4bb3425-78be-4860-a840-0380686a5604 · outbound

This paper cites Graph neural network enabled pinching antennas.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Graph neural network enabled pinching antennas

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.098422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2860d13e-c276-486c-a990-ab7054d1e9e1 · outbound

This paper cites Graph transformer f or tri- beamforming in pinching antenna systems (PASS).

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Graph transformer f or tri- beamforming in pinching antenna systems (PASS)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.030545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 64d8db84-a09f-45f9-8e55-27c2838fc982 · outbound

This paper cites Channel-agnostic predictive beamforming for crow dsourced bistatic satellite ISAC with LLM.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Channel-agnostic predictive beamforming for crow dsourced bistatic satellite ISAC with LLM

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.047979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ddd35e01-7278-4a02-9a6b-4b450f3b2061 · outbound

This paper cites LLM-empowered near-ﬁeld co mmunica- tions for low-altitude economy.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching LLM-empowered near-ﬁeld co mmunica- tions for low-altitude economy

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.125271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7d6e42a5-d895-4b8e-82ab-1d7f7ad743c9 · outbound

This paper cites LLM in V2I: A data-driven predictive beamforming f rame- work for vehicle tracking in near-ﬁeld ISAC systems.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching LLM in V2I: A data-driven predictive beamforming f rame- work for vehicle tracking in near-ﬁeld ISAC systems

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.039576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d66439e6-d3bf-497b-b71f-129fa66dfd0a · outbound

This paper cites LoRA: Low-rank adaptation of large language mo dels.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching LoRA: Low-rank adaptation of large language mo dels

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.065081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7bec641c-fc2a-4237-b51b-30b6c2ffc26f · outbound

This paper cites Near-ﬁeld communications: A comprehensive survey.

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching Near-ﬁeld communications: A comprehensive survey

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:05:59.043788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 10f5c09c-e847-4ae3-a218-19d6c76d5824 · inbound

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems cites this paper.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T00:56:27.906240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.