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Paper Citation Record · LEDGER

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach

As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2608.12870.

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

pith.paper-citation-record.v1
2608.12870 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:38:32.661720Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

43 of 43 outbound references displayed

  • verified exact0
  • verified fuzzy35
  • unresolved8
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 541716c9-29f0-422c-9d5c-c0e6a26e33e4 · outbound

This paper cites Integrated sensing and communications: Toward dual-functional wireless networks for 6G and beyond,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Integrated sensing and communications: Toward dual-functional wireless networks for 6G and beyond,

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 916f13b9-ffed-41a4-a147-fc35206d75ae · outbound

This paper cites Integrated sensing and communication signals toward 5G-A and 6G: A survey,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Integrated sensing and communication signals toward 5G-A and 6G: A survey,

Reference 2

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raw_fallback, observed 2026-08-15T21:38:34.383365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 45e5ae6e-912e-406c-9075-e475c250ab8d · outbound

This paper cites The integrated sensing and communication revolution for 6G: Vision, techniques, and applications,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach The integrated sensing and communication revolution for 6G: Vision, techniques, and applications,

Reference 3

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raw_fallback, observed 2026-08-15T21:38:34.375028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 2fb9dc8f-fd3e-4a8b-9ed2-4975d14336e8 · outbound

This paper cites Toward integrated sensing and com- munications for 6G: Key enabling technologies, standardization, and challenges,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Toward integrated sensing and com- munications for 6G: Key enabling technologies, standardization, and challenges,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:34.365086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.275708Z digest=sha256:5253bbab952c8800dd8146a3dca023d9f75f4c5514d590d7bc5726b00dddd959

Observation cdc92099-335f-452a-916c-643715b2a243 · outbound

This paper cites Secure radar-communication systems with malicious targets: Integrating radar, communi- cations and jamming functionalities,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Secure radar-communication systems with malicious targets: Integrating radar, communi- cations and jamming functionalities,

Reference 5

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raw_fallback, observed 2026-08-15T21:38:34.281547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 0c0cb75a-38fe-4149-85a1-cda7b6b69fd7 · outbound

This paper cites Secure integrated sensing and communication,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Secure integrated sensing and communication,

Reference 6

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raw_fallback, observed 2026-08-15T21:38:34.241375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.282466Z digest=sha256:bdc48fbb7eb3f81f507d1ffb751683d9ad436f550c1ed0d132f0ebb673263940

Observation a6ce8f73-aa09-449e-af1b-008a5f42883a · outbound

This paper cites Artificial-noise-aided secure transmit beamforming for MU-MISO integrated sensing and communication systems,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Artificial-noise-aided secure transmit beamforming for MU-MISO integrated sensing and communication systems,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:34.232381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.285854Z digest=sha256:07da3491bd3907fffcdf5230b066843f441d08bb5299723f3b84903acf90ae3e

Observation c0869f24-1cf3-49ad-aa9b-4212182f2d46 · outbound

This paper cites Beamforming for secure RSMA-aided ISAC systems,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Beamforming for secure RSMA-aided ISAC systems,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:34.202463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.288202Z digest=sha256:30b04f8fab34c8defaec355a4c6b7fcea1d23ff7ae1a48fb4b4aa0e720f771cf

Observation bfc0c55f-20dd-4dd3-a1bb-36ef391f045d · outbound

This paper cites Sensing-assisted eavesdropper estimation: An ISAC breakthrough in physical layer security,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Sensing-assisted eavesdropper estimation: An ISAC breakthrough in physical layer security,

Reference 9

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raw_fallback, observed 2026-08-15T21:38:34.100260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.291452Z digest=sha256:82ac257ca8c3945f7efec5178799f59e48541183b4e9be51f3923f890bc13dee

Observation f5e5ae73-a412-437f-8ac9-769dc6b3b960 · outbound

This paper cites Physical-layer security of the NOMA-assisted ISAC systems under near-field scenario,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Physical-layer security of the NOMA-assisted ISAC systems under near-field scenario,

Reference 10

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raw_fallback, observed 2026-08-15T21:38:34.091555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation a965cc7e-1bec-4972-bdb8-1e6d201c0d58 · outbound

This paper cites Beamforming and computing capacity allocation for ISAC-assisted secure mobile edge computing,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Beamforming and computing capacity allocation for ISAC-assisted secure mobile edge computing,

Reference 11

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raw_fallback, observed 2026-08-15T21:38:34.082920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 2889100e-14ab-464b-a6f3-d2318cc2bd75 · outbound

This paper cites Sense and jam: ISAC-aided robust physical layer security,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Sense and jam: ISAC-aided robust physical layer security,

Reference 12

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raw_fallback, observed 2026-08-15T21:38:34.073554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.301448Z digest=sha256:89444ec59aa517b7bf55f360c6eeb903ff53b6cf5ceb29bd9b54f06095e46f87

Observation 35310fbd-58d7-4c73-a63b-5c260e560fe4 · outbound

This paper cites Secure beam- forming and radar association in CoMP-NOMA empowered integrated sensing and communication systems,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Secure beam- forming and radar association in CoMP-NOMA empowered integrated sensing and communication systems,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:34.033928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.304409Z digest=sha256:3c64ca508a49a7efd9e4504b4a0ae8e08ff4880ce80315305842f2be188c03b7

Observation 92b4de7f-7034-49a1-ab25-346b1934fad5 · outbound

This paper cites Movable antennas for wireless communication: Opportunities and challenges,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antennas for wireless communication: Opportunities and challenges,

Reference 14

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no resolver link, observed 2026-08-15T21:38:32.307248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 50346dc2-970e-40a0-9025-46f4f0432817 · outbound

This paper cites F AS for secure and covert communications,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach F AS for secure and covert communications,

Reference 15

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no resolver link, observed 2026-08-15T21:38:32.310139Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.310139Z digest=sha256:8043d2af4899de9441626da6b1b889d59d537dde08d01c9444db8674bcc78061

Observation 488a9f39-458a-4ebf-9ef4-baf9687342a4 · outbound

This paper cites Modeling and performance analysis for movable antenna enabled wireless communications,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Modeling and performance analysis for movable antenna enabled wireless communications,

Reference 16

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no resolver link, observed 2026-08-15T21:38:32.312881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.312881Z digest=sha256:c5ff4dc5fb2d5d14c3861c82841a0342b431714e3a482d6850dbd217f9294bdc

Observation 790e99d3-95db-4fff-9ec5-34d731a44307 · outbound

This paper cites A tutorial on six-dimensional movable antenna for 6G networks: Synergizing positionable and rotatable antennas,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach A tutorial on six-dimensional movable antenna for 6G networks: Synergizing positionable and rotatable antennas,

Reference 17

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raw_fallback, observed 2026-08-15T21:38:33.943625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 75e5af7b-230c-43cb-aaaf-0060eee5db5e · outbound

This paper cites Movable- antenna position optimization: A graph-based approach,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable- antenna position optimization: A graph-based approach,

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.864320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.318115Z digest=sha256:8fd0762c274ebc5de87bc79605371a9a89b0378066060de458da120a083b2a1f

Observation 168215ee-8de2-4b42-ac0c-8fdd9dd2084d · outbound

This paper cites Joint beamforming and antenna position optimization for movable antenna-assisted spectrum sharing,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Joint beamforming and antenna position optimization for movable antenna-assisted spectrum sharing,

Reference 19

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raw_fallback, observed 2026-08-15T21:38:33.852188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 70291d68-f036-48ad-9b19-a3e96f90b068 · outbound

This paper cites Joint beamforming and antenna movement design for moveable antenna systems based on statistical CSI,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Joint beamforming and antenna movement design for moveable antenna systems based on statistical CSI,

Reference 20

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raw_fallback, observed 2026-08-15T21:38:33.793546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.323735Z digest=sha256:7714399a51fe9a43def75e3c761a6e129a0f283279db46fed50d1c178842c39b

Observation 230cd6fc-fd12-4df3-9f39-875ee2d27088 · outbound

This paper cites Movable antenna-enhanced multiuser communication: Jointly optimal discrete antenna positioning and beamforming,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antenna-enhanced multiuser communication: Jointly optimal discrete antenna positioning and beamforming,

Reference 21

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raw_fallback, observed 2026-08-15T21:38:33.689127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.326547Z digest=sha256:a0a9fd203469a1f9afe9e64195467c834c320d52c20ae3d7b486570135d158c5

Observation 8de3a9af-bcf6-4c43-8ef6-0adfde77a92d · outbound

This paper cites Movable Antenna for Wireless Communications:Prototyping and Experimental Results.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable Antenna for Wireless Communications:Prototyping and Experimental Results

Reference 22

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no resolver link, observed 2026-08-15T21:38:32.329424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.329424Z digest=sha256:661b8893b7ecde218dafdc48f8d3384036969e6063cd17f7ca9d90e5a39474cc

Observation ac8c013a-e512-4d4b-b4bc-2d5916f084a2 · outbound

This paper cites Movable antenna-enhanced wireless communi- cations: General architectures and implementation methods,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antenna-enhanced wireless communi- cations: General architectures and implementation methods,

Reference 23

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raw_fallback, observed 2026-08-15T21:38:33.678842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.338786Z digest=sha256:64d02a2db48dcf49d07849218bc342da93593247b82b65576f548c9294c83484

Observation 60aa2469-2cb3-467f-9570-98a91a8f5c94 · outbound

This paper cites Movable antennas enabled ISAC systems: Funda- mentals, opportunities, and future directions,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antennas enabled ISAC systems: Funda- mentals, opportunities, and future directions,

Reference 24

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raw_fallback, observed 2026-08-15T21:38:33.637111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.366627Z digest=sha256:650e96205d893c4bb1e2c149dbfec6828f0cbd4c3053c4a6097f891b1ad4c56d

Observation 03229811-bb5b-4510-b0fa-59ea3ac068c2 · outbound

This paper cites Movable antenna enabled ISAC beamforming design for low- altitude airborne vehicles,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antenna enabled ISAC beamforming design for low- altitude airborne vehicles,

Reference 25

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raw_fallback, observed 2026-08-15T21:38:33.509880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.417052Z digest=sha256:53c5c03e4d5d1146092b52a4713959d4091c7ca8a6090a3684068173f051117c

Observation aa26da65-add3-4396-8dc0-64572268d3b4 · outbound

This paper cites Movable-antenna array empowered ISAC systems for low-altitude economy,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable-antenna array empowered ISAC systems for low-altitude economy,

Reference 26

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raw_fallback, observed 2026-08-15T21:38:33.498127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.458009Z digest=sha256:24606822a77200bbe97b0e06b2fb2343e8ae69c87dc58ee02e5fa3911f28d4be

Observation 8f89be93-f6c5-4383-a42f-f343ff07adac · outbound

This paper cites NOMA-empowered integrated sensing and com- munication with movable antennas,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach NOMA-empowered integrated sensing and com- munication with movable antennas,

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.419572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.543109Z digest=sha256:0655de9d4c97403bbb18f3a86dedd2396aa6be889d48a4aa6b0061306b1343df

Observation 4c25698b-4610-484b-909c-d48500953355 · outbound

This paper cites Movable antenna-assisted integrated sensing and communica- tion systems,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antenna-assisted integrated sensing and communica- tion systems,

Reference 28

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raw_fallback, observed 2026-08-15T21:38:33.316227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.574095Z digest=sha256:e1d4d9e30b9cc6f63d3ba328556382a9b8cf331c4e049ffb19a0ba253ddf7c43

Observation 31c33d65-0bb1-4044-ae74-c8c19e0730c8 · outbound

This paper cites Toward intelligent antenna positioning: Leveraging DRL for F AS-aided ISAC systems,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Toward intelligent antenna positioning: Leveraging DRL for F AS-aided ISAC systems,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.306978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.576510Z digest=sha256:0d178d5f61967185a22e656c6ba188e376dc7e01ce4620cc3b4f79e2ad9c488f

Observation 6791a41e-01e7-4b8b-bbe2-607ce77e7343 · outbound

This paper cites Joint discrete antenna positioning and beamforming optimiza- tion in movable antenna enabled full-duplex ISAC networks,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Joint discrete antenna positioning and beamforming optimiza- tion in movable antenna enabled full-duplex ISAC networks,

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.295215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.579518Z digest=sha256:1fab3cbf1816076a811fee23009f69f4ad15475b8682e0cdde198ee7ac12f268

Observation aef0a110-267f-44a8-b5d7-4e396eceab71 · outbound

This paper cites MIMO capacity characterization for movable antenna systems,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach MIMO capacity characterization for movable antenna systems,

Reference 31

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no resolver link, observed 2026-08-15T21:38:32.582621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.582621Z digest=sha256:606d54eeff0d9ecff19a96b18386872d563af24993e0e810c3eb2261e1c07abb

Observation 9a3e0fca-88a6-4c10-a86a-037d83bb9b65 · outbound

This paper cites Antenna position and beamforming optimization for movable antenna enabled ISAC: Optimal solutions and efficient algorithms,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Antenna position and beamforming optimization for movable antenna enabled ISAC: Optimal solutions and efficient algorithms,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.220369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.586111Z digest=sha256:0534b64234df8d39e647a2c51413a0a86b74c60a590986d5ada7116a8ae2aea8

Observation d6d2325a-f5c9-4d82-a1c9-4839fc406e50 · outbound

This paper cites Cramér-Rao bound minimization for movable antenna-assisted multiuser integrated sensing and communications,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Cramér-Rao bound minimization for movable antenna-assisted multiuser integrated sensing and communications,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.153628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.590009Z digest=sha256:7c9f7563f5a2c485a40d8f7812f5bf4f732c3c5114703c6e6d0ca59d4e219d28

Observation 1249c2a3-9fe3-47c7-b2d9-a966edd27825 · outbound

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

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Fluid antenna system liberating multiuser MIMO for ISAC via deep reinforcement learning,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.141148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.593192Z digest=sha256:cde8ddc2409da58cc117bd1ebd1f00b4ec55e7db57ad470eed58836f53dcee68

Observation 3a7ae99f-44d4-46b4-97ba-03f06f8fd523 · outbound

This paper cites Deep graph reinforcement learning for UA V-enabled multi-user secure communications,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Deep graph reinforcement learning for UA V-enabled multi-user secure communications,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.125474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.596244Z digest=sha256:eb973e5b14ae657f1f93346ddbed7da122ac5d3e9ba4891917d324577678c7eb

Observation 067e3a62-28d0-48b5-80c0-3b82bea5a477 · outbound

This paper cites Deep learning-based design of uplink integrated sensing and commu- nication,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Deep learning-based design of uplink integrated sensing and commu- nication,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:33.007080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.599503Z digest=sha256:b34364900fe57a3027d7b27d9e7f697389edfadadabbd7a2ed334cc280da3b6a

Observation d0963549-5d54-428f-ab04-43595e53316d · outbound

This paper cites Metalearning-based alternating minimization algorithm for nonconvex optimization,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Metalearning-based alternating minimization algorithm for nonconvex optimization,

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:32.602408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.602408Z digest=sha256:e15308d0d223700927bd1e1480a98bc3c150e412b2af37902bcb9f760a484624

Observation 4f08a873-db49-43a4-aaf1-f986c20e7166 · outbound

This paper cites Meta-learning based beamforming design for MISO downlink,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Meta-learning based beamforming design for MISO downlink,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:32.960406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.606416Z digest=sha256:91133f7ed1a17f378c5e6bb2c712840e2299ffc990cc7fb29dd825521a3241f8

Observation 2641a968-cb5a-42ba-b480-510142f6b4e4 · outbound

This paper cites An iteratively weighted MMSE approach to distributed sum-utility maximiza- tion for a MIMO interfering broadcast channel,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach An iteratively weighted MMSE approach to distributed sum-utility maximiza- tion for a MIMO interfering broadcast channel,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:32.609546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.609546Z digest=sha256:8147a5d8b4469026296eae34624e29b366f2a0e92aed04196833d5364e2a0398

Observation e34a8a5f-4feb-4416-8fb7-3bf2878c8b3a · outbound

This paper cites Robust beamforming for RIS-aided communications: Gradient-based manifold meta learning,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Robust beamforming for RIS-aided communications: Gradient-based manifold meta learning,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:32.946016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.612747Z digest=sha256:6f173289d77890e6be704bf30bba11f7e5a74e030dd3b2d074599c2d2fa3dd8f

Observation da6ec3ea-b465-40a4-8fa3-02a462ba3836 · outbound

This paper cites MU-MIMO communications with MIMO radar: From co-existence to joint transmission,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach MU-MIMO communications with MIMO radar: From co-existence to joint transmission,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:32.936774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.615800Z digest=sha256:6efbdfbb6aedcd812058048283ee14d6a0f67c7bada358d9b3a973d5f8b45c30

Observation 48606086-81b8-499f-b72b-250eb245bd30 · outbound

This paper cites Secure wire- less communication via movable-antenna array,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Secure wire- less communication via movable-antenna array,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:32.619202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:32.619202Z digest=sha256:cf2784c941b4c576ec1e67242e90b8659d3a3bf0d9cb1c616a694b5c59412319

Observation 3442b7cf-7359-4401-8901-18b56192ecde · outbound

This paper cites Movable antenna-aided secure full-duplex multi-user communications,.

Antenna Positioning and Beamforming Optimization in MA Enabled Secure ISAC Systems: A Gradient-Based Meta Learning Approach Movable antenna-aided secure full-duplex multi-user communications,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:32.861701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T21:38:32.661720Z digest=sha256:fa03916e0eeed4a6d60513a728a4f8866e167df76a38bc5ae280010515abe4a7

Pith citing papers

No inbound Pith citation observations are available.