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Paper Citation Record · LEDGER

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems

As of 11 August 2026, this Paper Citation Record lists 100 of 144 outbound references and 0 inbound Pith citation observations for arXiv:2608.00255.

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

pith.paper-citation-record.v1
2608.00255 v1

Coverage vector

measured 100 of 144 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:56:33.644530Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

100 of 144 outbound references displayed

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  • malformed identifier0
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External citation measurements

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Outbound references

Observation 0213e3d1-1509-478a-866b-a875512023e9 · outbound

This paper cites Multi-Functional Chirp Signalling for Next-Generation Multi-Carrier Wireless Networks: Communications, Sensing and ISAC Perspectives.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Multi-Functional Chirp Signalling for Next-Generation Multi-Carrier Wireless Networks: Communications, Sensing and ISAC Perspectives

Reference 1

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Observation c929db80-a940-4aea-9548-a7d43d7ccdcd · outbound

This paper cites Chirp-based OCDM and AFDM waveforms for 6G and beyond: Principles, recent advances, and future opportunities,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Chirp-based OCDM and AFDM waveforms for 6G and beyond: Principles, recent advances, and future opportunities,

Reference 2

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source=pdf_text observed=2026-08-04T00:56:26.160608Z digest=sha256:c8e60ed93041cad41687b3d46be7dc49b6f99d6562cdc989b4f96240b3678ef2

Observation b7f87ced-43ae-4d38-9c17-90946373eb06 · outbound

This paper cites AFDM: Evolving OFDM Towards 6G+.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems AFDM: Evolving OFDM Towards 6G+

Reference 3

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source=pdf_text observed=2026-08-04T00:56:26.200458Z digest=sha256:2e4e8ef9aaac99167496bdee84ad682e32bb2146f328748cb6b481422644789f

Observation 4c0163b1-5f6e-4ff2-85e0-862b127dc38a · outbound

This paper cites Robust direct posi- tion determination for chirp signal-based underwater acoustic sensor networks,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Robust direct posi- tion determination for chirp signal-based underwater acoustic sensor networks,

Reference 4

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source=pdf_text observed=2026-08-04T00:56:26.270455Z digest=sha256:ed6567581f20542ed5cf79396309114687f48ebc2680c4cec7fdce48f4b9a04e

Observation 672d5d86-a78e-4432-9bc5-54d49413270f · outbound

This paper cites Ambiguity-free broadband DOA estimation relying on parameterized time-frequency transform,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Ambiguity-free broadband DOA estimation relying on parameterized time-frequency transform,

Reference 5

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source=pdf_text observed=2026-08-04T00:56:26.435667Z digest=sha256:526f93c126b55baba06c2c7c75c51531a3ea844a7a0422409ac6221eb5b31c4c

Observation eb44393b-c8b8-40ad-8a8c-9b213b8ada0f · outbound

This paper cites Learning to jointly optimize antenna positioning and beamforming for movable antenna-aided systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Learning to jointly optimize antenna positioning and beamforming for movable antenna-aided systems,

Reference 6

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source=pdf_text observed=2026-08-04T00:56:26.480947Z digest=sha256:bb04ba16b8160e9fb99683fa22b66f9e9ee6065ed6d84333523c955c0ea20649

Observation 0f810bb6-c5d9-40cd-be15-e0c419b703f3 · outbound

This paper cites Two-timescale deep optimization of positioning and beamforming in movable antenna arrays,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Two-timescale deep optimization of positioning and beamforming in movable antenna arrays,

Reference 7

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source=pdf_text observed=2026-08-04T00:56:26.533781Z digest=sha256:5277c24c9d31602a092d4945b20c988012db0bb5d1546be086831588b4367a36

Observation f0524b58-4c3f-425e-97aa-dd083a7c5f43 · outbound

This paper cites Learning-based joint beamforming and antenna movement design for movable antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Learning-based joint beamforming and antenna movement design for movable antenna systems,

Reference 8

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source=pdf_text observed=2026-08-04T00:56:26.578747Z digest=sha256:ecd7c15e553b9ac8befab4b7d5da94084e6e7f914711f8e399e166af7cc12017

Observation 6023b76c-cef0-46b1-aced-a790b5213745 · outbound

This paper cites Hybrid near-far field 6D movable antenna design exploiting directional sparsity and deep learning,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Hybrid near-far field 6D movable antenna design exploiting directional sparsity and deep learning,

Reference 9

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source=pdf_text observed=2026-08-04T00:56:26.622953Z digest=sha256:03a5618da7462392ba7f9c551a461600921afff364e2931bcea87b0d06d34ea5

Observation e68f1267-9060-49a0-a7ba-c3ff2e921171 · outbound

This paper cites A tutorial on fluid antenna system for 6G networks: Encompassing communication theory, optimization methods and hardware designs,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems A tutorial on fluid antenna system for 6G networks: Encompassing communication theory, optimization methods and hardware designs,

Reference 10

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source=pdf_text observed=2026-08-04T00:56:26.658816Z digest=sha256:3541ffde7d9479929d8deef2066cd7dfbdee11bc0dbf9e3a413714716233a779

Observation cc927245-7c0c-4b91-a0d9-ecc8b14b2616 · outbound

This paper cites AI- empowered fluid antenna systems: Opportunities, challenges, and future directions,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems AI- empowered fluid antenna systems: Opportunities, challenges, and future directions,

Reference 11

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source=pdf_text observed=2026-08-04T00:56:26.703325Z digest=sha256:5dfc88297ca12497c6c77784ab4da27206da66e9da318205b79eaf676e3008e9

Observation 80af338e-47a5-4666-9523-72d8e00219c0 · outbound

This paper cites Joint transmit and pinching beamforming for pinching antenna system (PASS): Optimization-based or learning-based?.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Joint transmit and pinching beamforming for pinching antenna system (PASS): Optimization-based or learning-based?

Reference 12

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source=pdf_text observed=2026-08-04T00:56:26.747897Z digest=sha256:e0272dbd82654ce535dff9087ca399a39fa4a8b823ff465c3a6d25c01c7fd2d9

Observation 98432c3f-d202-4fb5-8514-4895825bcd0d · outbound

This paper cites Graph neural network enabled pinching antennas,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Graph neural network enabled pinching antennas,

Reference 13

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source=pdf_text observed=2026-08-04T00:56:26.806277Z digest=sha256:8201cb4ddea81496cb5014367693d91e5b9621102a5fdf98c5074bf2271d3d45

Observation dddd2b01-c896-4bdc-a86e-0ec7642bbc25 · outbound

This paper cites RIS-assisted cell-free massive MIMO relying on reflection pattern modulation,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems RIS-assisted cell-free massive MIMO relying on reflection pattern modulation,

Reference 14

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source=pdf_text observed=2026-08-04T00:56:26.863682Z digest=sha256:31754216524bcf1f07ca9e17e866aea099b4f0836f8c0306b0159164e42b47bf

Observation 877ffd18-cfee-4690-83e2-2adfad611d41 · outbound

This paper cites STAR-RIS-aided cell-free massive MIMO with imperfect hardware,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems STAR-RIS-aided cell-free massive MIMO with imperfect hardware,

Reference 15

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source=pdf_text observed=2026-08-04T00:56:26.962011Z digest=sha256:830e7c8e414319deb72d937bf802d699f5c4914d53182edd3ab7cad44fb120fc

Observation 54a93de4-d863-401c-a0d9-4b106f4eab9e · outbound

This paper cites Performance analysis and optimization of STAR-RIS-aided cell-free massive MIMO sys- tems relying on imperfect hardware,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Performance analysis and optimization of STAR-RIS-aided cell-free massive MIMO sys- tems relying on imperfect hardware,

Reference 16

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source=pdf_text observed=2026-08-04T00:56:26.981851Z digest=sha256:3014d09534ed483e89e57853b6a983537f974a0dd9b14ecea5058a580a85a5d7

Observation 770d3b0e-ec55-4823-867b-e635810903b0 · outbound

This paper cites Opportunistic fluid antenna multiple access via team-inspired rein- forcement learning,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Opportunistic fluid antenna multiple access via team-inspired rein- forcement learning,

Reference 17

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source=pdf_text observed=2026-08-04T00:56:27.057604Z digest=sha256:4591aa233426b7115f88bad28762ba501f6acb179ae25bdf1f166728f9a50b94

Observation 65b7a7aa-f4be-45ad-9bdc-9a80e7dda430 · outbound

This paper cites Learning-induced channel extrapolation for fluid antenna systems using asymmetric graph masked autoencoder,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Learning-induced channel extrapolation for fluid antenna systems using asymmetric graph masked autoencoder,

Reference 18

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source=pdf_text observed=2026-08-04T00:56:27.152515Z digest=sha256:ec268d4f43c4bf188735bf37ce973c66da8968af643bf4b410af1ef33325fd43

Observation b2329543-e84c-4053-b58e-5fa15834a68a · outbound

This paper cites Taaformer: Transposed angular attention for channel estimation with fluid anten- nas,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Taaformer: Transposed angular attention for channel estimation with fluid anten- nas,

Reference 19

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source=pdf_text observed=2026-08-04T00:56:27.264742Z digest=sha256:3cbda23188f5f232d91488cfe45e246126a67cb35bf628b20b75c9c1992b1c11

Observation 61839f95-3496-4d21-bb49-c5167327b206 · outbound

This paper cites LLM-based port selection and beamforming for multiuser MISO with fluid antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems LLM-based port selection and beamforming for multiuser MISO with fluid antenna systems,

Reference 20

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source=pdf_text observed=2026-08-04T00:56:27.392149Z digest=sha256:7cd5f11230350b899d4bb56137b32947a58c51e01d25e25c6aa97c5e874672c8

Observation 02d2a382-4d94-404c-874b-ecf55b732bf1 · outbound

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

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Graph neural network enabled fluid antenna systems: A two-stage approach,

Reference 21

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source=pdf_text observed=2026-08-04T00:56:27.500262Z digest=sha256:d9fa60de9ccd35bf97a21092c9eaa0ce2d16d122afc30f83702b35a2faf30f18

Observation 1366bb5d-74b1-4680-bb7a-432b55c0596a · outbound

This paper cites Campass-net: A deep learning framework on capacity maximization for MIMO pinching antenna systems in IoT,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Campass-net: A deep learning framework on capacity maximization for MIMO pinching antenna systems in IoT,

Reference 22

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source=pdf_text observed=2026-08-04T00:56:27.564742Z digest=sha256:c4c2abd2757b12d3ca051029c0c8f31c1d61edd0a0d9cd70640cef037b361b98

Observation 28c14ffc-a546-44be-8e5f-be3602285917 · outbound

This paper cites A graph neural network for learning beamforming in pinching antenna systems (PASS),.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems A graph neural network for learning beamforming in pinching antenna systems (PASS),

Reference 23

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source=pdf_text observed=2026-08-04T00:56:27.624054Z digest=sha256:736dd314bf18a0cc2f3a7945a258aff8b78985be1562d1fb61e69b87b0798080

Observation 76cb9f47-5028-4456-9dba-ab0a96615e70 · outbound

This paper cites Channel estimation for pinching-antenna systems (PASS),.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Channel estimation for pinching-antenna systems (PASS),

Reference 24

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source=pdf_text observed=2026-08-04T00:56:27.687897Z digest=sha256:bb259210f6442a584f105c27fe8775baf14e77316ebfe30d4fdcd631c84af1aa

Observation 64d3cc21-6358-4296-bbb7-c0dfe5e85adc · outbound

This paper cites Deep learning-driven time- varying fading channel estimation for pinching antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning-driven time- varying fading channel estimation for pinching antenna systems,

Reference 25

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source=pdf_text observed=2026-08-04T00:56:27.862132Z digest=sha256:84cfc2a9b1e92b55d92a9e1d6508e26052557c7e1f4c40dee94fb4c3b1775dc3

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

This paper cites LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching.

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

Reference 26

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source=pdf_text observed=2026-08-04T00:56:27.906240Z digest=sha256:6693402b7bdb937e2cc99e065f06134265e10265f560bc0c6bcc41fe04b077e6

Observation c520f99a-baaa-44ad-a3fe-88d427ca1b49 · outbound

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

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antennas for wireless communication: Opportunities and challenges,

Reference 27

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source=pdf_text observed=2026-08-04T00:56:27.952786Z digest=sha256:7f4a258450e7e69a1a24c52ac3dfa13a4611f3a5303f3c003cc4802813b78f6c

Observation 1e879e33-4bcd-488c-978b-b83a00274338 · outbound

This paper cites A tutorial on movable antennas for wireless networks,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems A tutorial on movable antennas for wireless networks,

Reference 28

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source=pdf_text observed=2026-08-04T00:56:28.008215Z digest=sha256:ff5aded71deeb815f85c5868a9b08cc45c0b22e9494d432241dbf8f3ba30fe3c

Observation 03a7ae2d-57ee-4bff-9abb-1d6363723ba4 · outbound

This paper cites Pinching- antenna systems: Architecture designs, opportunities, and outlook,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Pinching- antenna systems: Architecture designs, opportunities, and outlook,

Reference 29

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source=pdf_text observed=2026-08-04T00:56:28.023023Z digest=sha256:b9e0c5405ea2272b369ddd7c7d2b6dad413b5c46f06ad820a3b09779179b7a6e

Observation dd6765b5-d33b-4175-825c-baf81da11760 · outbound

This paper cites Pinching antennas: Principles, appli- cations and challenges,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Pinching antennas: Principles, appli- cations and challenges,

Reference 30

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source=pdf_text observed=2026-08-04T00:56:28.057124Z digest=sha256:104fdb1e28ea6681fecb0662ca1dd2a3a7fc401b6b0de7b68c25876bc886835b

Observation 73991a30-8f60-4381-9268-6f42bd53d851 · outbound

This paper cites Reconfigurable antennas for next-generation mobile communication networks: A comprehensive survey and tutorial,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Reconfigurable antennas for next-generation mobile communication networks: A comprehensive survey and tutorial,

Reference 31

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source=pdf_text observed=2026-08-04T00:56:28.118535Z digest=sha256:8d5f581746753b7348baf194ca2436c4c8e36f9a4e5ab29abf021b97e2be1ba3

Observation 6bfa863b-b453-4986-900c-f32a6e1752dd · outbound

This paper cites Advanced deep learning models for 6G: Overview, opportunities, and challenges,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Advanced deep learning models for 6G: Overview, opportunities, and challenges,

Reference 32

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source=pdf_text observed=2026-08-04T00:56:28.301309Z digest=sha256:504bf2f1c40413b62ca47cdf51f75cb67c3647404a7af68e7820161ebafe29b9

Observation 5550f1f3-7292-491f-be9b-0d2c51fdc109 · outbound

This paper cites Agentic graph neural networks for wireless communications and networking towards edge general intelligence: A survey,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Agentic graph neural networks for wireless communications and networking towards edge general intelligence: A survey,

Reference 33

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source=pdf_text observed=2026-08-04T00:56:28.364105Z digest=sha256:7fe602035f2271b55dd8aa3b972ab544152c0f16f089a59fe0f52cb93622e3cd

Observation 9886bda3-be9b-4601-a9a2-724c206cd031 · outbound

This paper cites AI reasoning for wireless communications and networking: A survey and perspectives,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems AI reasoning for wireless communications and networking: A survey and perspectives,

Reference 34

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source=pdf_text observed=2026-08-04T00:56:28.545266Z digest=sha256:dfcc4b02a5b25351712b06b45a9fa8024ce0b269d0217bb345b5cb35fd03c1f2

Observation 264396c6-e18a-4c4e-8dd7-01fc651b7030 · outbound

This paper cites Generative AI for the optimization of next-generation wireless networks: Basics, state-of-the-art, and open challenges,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Generative AI for the optimization of next-generation wireless networks: Basics, state-of-the-art, and open challenges,

Reference 35

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source=pdf_text observed=2026-08-04T00:56:28.608232Z digest=sha256:fb036408d2d4f71b1eacb0d300eade6e455ec09aae10fc5eb54fd2bcec3f5ca6

Observation 6cca2912-fb65-46d9-9dd6-1d69319e3295 · outbound

This paper cites Deep reinforcement learning for pixel-based movable antenna control in a LEO satellite system,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep reinforcement learning for pixel-based movable antenna control in a LEO satellite system,

Reference 36

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source=pdf_text observed=2026-08-04T00:56:28.642647Z digest=sha256:dd88c89f85b2c9055c9c2c7be63a1e47f54210c88462443b35ae1500d367f3c9

Observation 310e007a-a263-45be-a066-dbe615422b7f · outbound

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

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Modeling and performance analysis for movable antenna enabled wireless communications,

Reference 37

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source=pdf_text observed=2026-08-04T00:56:28.690249Z digest=sha256:ad52acc22d630d8694b1e8851eb6d7dcc1daf4845e24bb7abfd1ce205d39a152

Observation 01b675b0-0ed9-40d4-9274-a53dfe39e7f4 · outbound

This paper cites Two-timescale deep- unfolding for joint optimization of antenna position and beamforming in movable-antenna arrays,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Two-timescale deep- unfolding for joint optimization of antenna position and beamforming in movable-antenna arrays,

Reference 38

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source=pdf_text observed=2026-08-04T00:56:28.731952Z digest=sha256:d7475d35389f7858203a24de5c8cea44c6ce22e58def2a6f41740a84330106ba

Observation 166e5704-cbb0-4370-a0c6-88ed4c01a5ad · outbound

This paper cites Effective rank analysis and optimization of flex- ible antenna-enabled wireless systems: Movable antennas or pinching antennas?.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Effective rank analysis and optimization of flex- ible antenna-enabled wireless systems: Movable antennas or pinching antennas?

Reference 39

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source=pdf_text observed=2026-08-04T00:56:28.770682Z digest=sha256:252ee7a954d22bda9c1d6c6b1a02a970f537ef908e99e970218e20266e702ccf

Observation 276296b7-87f4-4963-8b5f-4d8345a7f6e9 · outbound

This paper cites En- hancing comp-RSMA performance with movable antennas: A meta- learning optimization framework,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems En- hancing comp-RSMA performance with movable antennas: A meta- learning optimization framework,

Reference 40

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source=pdf_text observed=2026-08-04T00:56:28.839415Z digest=sha256:1e7f1ba402bf32837d0a553f833045a427443f6baa569c6330fa7a1046640a49

Observation b4a03da4-1af0-4d29-ab87-ef8489a40f32 · outbound

This paper cites Optimizing downlink C-NOMA transmission with movable antennas: A DDPG- based approach,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Optimizing downlink C-NOMA transmission with movable antennas: A DDPG- based approach,

Reference 41

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source=pdf_text observed=2026-08-04T00:56:28.940356Z digest=sha256:7db5df9faae77f5d044620f84caf166c29f2d28974f3ec3c5f82c6035ab2cb07

Observation b8b0da20-aa3e-450d-bce2-1c9f04500611 · outbound

This paper cites Movable antenna SWIPT systems with STAR-RIS: A meta DRL approach,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antenna SWIPT systems with STAR-RIS: A meta DRL approach,

Reference 42

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source=pdf_text observed=2026-08-04T00:56:28.961523Z digest=sha256:fe3f12375a233570a57ddf820f54db5ce01e81878dee1a73d456e5286de865c3

Observation 15102c7b-9f2b-423f-84ee-dfa86631c439 · outbound

This paper cites Movable-antenna-assisted covert communications with reconfigurable intelligent surfaces,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable-antenna-assisted covert communications with reconfigurable intelligent surfaces,

Reference 43

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source=pdf_text observed=2026-08-04T00:56:28.994439Z digest=sha256:a07b5754e4128301f09631269b434463ef740e4f4c917c39236949278f46052a

Observation 52b7bb79-f1f2-4185-9acb-45f41cb0b9d3 · outbound

This paper cites Robust optimization for movable antenna-aided cell- free ISAC with time synchronization errors,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Robust optimization for movable antenna-aided cell- free ISAC with time synchronization errors,

Reference 44

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:29.029375Z digest=sha256:083b45b0de2ae43744195cb46f20559f395244b2d0272898a1c521cfc851b5ba

Observation 1e0797a9-143b-4140-a26f-857f9c25fade · outbound

This paper cites Movable antenna-aided cooperative ISAC network with time synchronization error and imperfect CSI,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antenna-aided cooperative ISAC network with time synchronization error and imperfect CSI,

Reference 45

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source=pdf_text observed=2026-08-04T00:56:29.066346Z digest=sha256:63ad2bfc8f108079ca181424403fede843597a37bc228fc0f3c86a30dcdd813b

Observation 2c64c01c-5c80-4d69-8d9c-a5032efcc29b · outbound

This paper cites Meta-reinforcement learning optimization for movable antenna-aided full-duplex CF-DFRC systems with carrier frequency offset,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Meta-reinforcement learning optimization for movable antenna-aided full-duplex CF-DFRC systems with carrier frequency offset,

Reference 46

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source=pdf_text observed=2026-08-04T00:56:29.073585Z digest=sha256:7948ed0dd117835cac077268ab44237d854224bfeb68d322d9a1a50db01bc46c

Observation 2b1f68fd-7c83-4ae1-b6d7-74edf5a7596e · outbound

This paper cites Unsupervised learning for optimization in movable antenna-enabled integrated sensing and communications,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Unsupervised learning for optimization in movable antenna-enabled integrated sensing and communications,

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:56:29.119469Z digest=sha256:4eac4af0505d2b8d202172e6a44822827181b31b89f5c64b2cf0865d8d027f12

Observation 3172cba0-ead5-499f-a249-566c5b3f4e90 · outbound

This paper cites Crosstalk-resilient beamforming for movable antenna enabled integrated sensing and communication,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Crosstalk-resilient beamforming for movable antenna enabled integrated sensing and communication,

Reference 48

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source=pdf_text observed=2026-08-04T00:56:29.142959Z digest=sha256:8cb5e5a4f165de51ba01e168f78714c3715197336486f50fd7a7d00efcad30ce

Observation a8b601f7-728d-4492-8a50-b8311d969248 · outbound

This paper cites Beamforming design for physical security in movable antenna- aided ISAC systems: A reinforcement learning approach,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Beamforming design for physical security in movable antenna- aided ISAC systems: A reinforcement learning approach,

Reference 49

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source=pdf_text observed=2026-08-04T00:56:29.230186Z digest=sha256:b083c3a59f7b52d9d8cccaf19cd75bc5ce2a0e3513a14c71421d4a8119949c98

Observation 4fb4f755-6a44-40ff-a701-0676c903b2f4 · outbound

This paper cites Moving or predicting? RoleAware-MAPP: A role- aware transformer framework for movable antenna position prediction to secure wireless communications,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Moving or predicting? RoleAware-MAPP: A role- aware transformer framework for movable antenna position prediction to secure wireless communications,

Reference 50

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source=pdf_text observed=2026-08-04T00:56:29.310642Z digest=sha256:b2830d60c3450732ab6f5b9062e5a4a078a17991d6d5ac47e5680d3ecd2d53a2

Observation 093eeaf1-9e74-44f0-ac07-e76e7e95d390 · outbound

This paper cites Can movable antenna-enabled micro-mobility replace UA V-enabled macro- mobility? a physical layer security perspective,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Can movable antenna-enabled micro-mobility replace UA V-enabled macro- mobility? a physical layer security perspective,

Reference 51

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source=pdf_text observed=2026-08-04T00:56:29.483166Z digest=sha256:e1eb68c81318ba44fd8ac46a93f74a64b02c206460a47a1e3e30f2eee1c5fe7c

Observation 1c61e759-b4cb-4060-bfc5-546a5c93f29c · outbound

This paper cites Deep learning- assisted jamming mitigation with movable antenna array,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning- assisted jamming mitigation with movable antenna array,

Reference 52

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source=pdf_text observed=2026-08-04T00:56:29.593262Z digest=sha256:2803541810e139e7d08315e52d1f0a6bb3e1956148e63a865b521f5de9e34691

Observation cf025d3b-7306-42c0-a8be-4ed5a5083bfe · outbound

This paper cites Movable antenna array design for jamming mitigation,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antenna array design for jamming mitigation,

Reference 53

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:29.645049Z digest=sha256:e99f57d2a98c8535d7b0dea6ddab61bf4159629d6c0524492d2ff70d5e2de4cf

Observation dce20cde-1a6d-4720-8507-89263f05a6d3 · outbound

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

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning enabled slow fluid antenna multiple access,

Reference 54

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:29.753008Z digest=sha256:8b20655cc126473af97ca3293ffc21c4c094f5b4598721a321b84659628836fa

Observation 6f2d66c5-943d-4392-b9eb-f7b901d82749 · outbound

This paper cites Switching-cost-aware deep reinforcement learning for dynamic port selection in fluid antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Switching-cost-aware deep reinforcement learning for dynamic port selection in fluid antenna systems,

Reference 55

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:29.846427Z digest=sha256:732dc86a6e4bbcce9bd07089d1264a36063c9f1783ba6cf715ba94d305fe624a

Observation 702957fa-5173-4098-95c2-fbacc2e67789 · outbound

This paper cites Beamforming for pinching antenna systems (PASS): KKT-guided large model learning,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Beamforming for pinching antenna systems (PASS): KKT-guided large model learning,

Reference 56

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:29.896075Z digest=sha256:32116b6e12eaba31a2be6aca8bf02ccd972790e5a978c2ea4262b3806daa8e98

Observation 025c3dde-495b-4b14-ad17-f1e024e8c735 · outbound

This paper cites Deep learning optimization of two- state pinching antennas systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning optimization of two- state pinching antennas systems,

Reference 57

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:30.006092Z digest=sha256:b64268c95726873dc7d6b6685d9dc60f528d3d0effa1b8875a4fd25ecb92b876

Observation 71a40696-f81d-4ff6-a387-285bcc73dc3a · outbound

This paper cites Straggler-resilient federated learning over a hybrid conventional and pinching antenna network,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Straggler-resilient federated learning over a hybrid conventional and pinching antenna network,

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:30.125295Z digest=sha256:602061a3e6f2d5a0ef98a8b33e9c92bd34dfbffd6cc9942cd4bf900bb24dfae5

Observation 17b9206a-1a63-4d0a-b97d-60aaeba641eb · outbound

This paper cites Joint antenna position and transmit power optimization for pinching antenna-assisted ISAC systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Joint antenna position and transmit power optimization for pinching antenna-assisted ISAC systems,

Reference 59

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:56:30.172046Z digest=sha256:df98a55a0119d8f0e451f81bac7abbddbf12a34d208bf6b64da7abcdbc56a2d0

Observation 35224f89-dc78-4393-a930-d76b0e14c58d · outbound

This paper cites Integrated sensing and communication for segmented waveguide-enabled pinching antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Integrated sensing and communication for segmented waveguide-enabled pinching antenna systems,

Reference 60

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:56:30.231768Z digest=sha256:ab09dba72053e78b891bff276affee0ddf37a6c074d8d4772976bf32770b7083

Observation 6d406aed-247d-411c-9176-8f56692bb06c · outbound

This paper cites Pinching antenna system (PASS) enhanced covert communications: Against warden via sensing,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Pinching antenna system (PASS) enhanced covert communications: Against warden via sensing,

Reference 61

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:30.331908Z digest=sha256:6c3cfb556b5c1125cedbd2d39a551530c48a9ed32a5c23ce41f9b8d6f9892200

Observation af464150-2123-4250-be26-4096446e2b89 · outbound

This paper cites LLM-driven design for fluid antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems LLM-driven design for fluid antenna systems,

Reference 62

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:30.445996Z digest=sha256:65692cbcdc421cc6100da7e9b63ab56af376e07a45dd3cf3c620c2033fabbb9a

Observation a10cd785-a202-4000-9bf7-09f0d8cd6dc7 · outbound

This paper cites Reinforcement learning for channel state information acqui- sition in movable antenna,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Reinforcement learning for channel state information acqui- sition in movable antenna,

Reference 63

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:30.598031Z digest=sha256:055fd663b034bb25ae0643de9c84c3083b27b8d650469fc25ec930d8168a9b5b

Observation f035f6c4-d296-4c3e-8fed-c54f022d3f51 · outbound

This paper cites Ssnet: Flexible and robust channel extrapolation for fluid antenna systems enabled by an self-supervised learning framework,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Ssnet: Flexible and robust channel extrapolation for fluid antenna systems enabled by an self-supervised learning framework,

Reference 64

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:30.715903Z digest=sha256:e30a7ea20e35f588cda94bf8cae5ba8cd39d3832ff93c3f7e2ae52809ca31ecc

Observation 34dc3f1b-25bd-48da-badc-48df77796871 · outbound

This paper cites Learning- based movable-antenna position optimization with implicit CSI,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Learning- based movable-antenna position optimization with implicit CSI,

Reference 65

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:56:30.779326Z digest=sha256:8eac02c7bb0591eea87060ac2edefe559d7262ce7bfbf84c4fcea3f8480b14e7

Observation d52cec1c-edf8-468b-8e25-82f9b6f06158 · outbound

This paper cites Joint optimization in pinching-antenna-assisted NOMA-MEC systems via DRL,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Joint optimization in pinching-antenna-assisted NOMA-MEC systems via DRL,

Reference 66

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source=pdf_text observed=2026-08-04T00:56:30.897486Z digest=sha256:ac84befa953a8cf73dfac89f27b92025a06aa7db6865e26bb07fc499d110298a

Observation d718fe51-94c2-4a03-8363-5a608ea2054b · outbound

This paper cites Deep learning based channel estimation and beamforming in movable antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning based channel estimation and beamforming in movable antenna systems,

Reference 67

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no resolver link, observed 2026-08-04T00:56:31.084296Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:31.084296Z digest=sha256:e84c0a505fd8ef49b009a737c8a37134f429607d2a865fec7b3e30ae178bcf13

Observation 23e3c47f-a33d-4779-bfd6-1621827fc7ec · outbound

This paper cites Deep learning enabled multicast beamforming with movable antenna array,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning enabled multicast beamforming with movable antenna array,

Reference 68

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no resolver link, observed 2026-08-04T00:56:31.193926Z

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source=pdf_text observed=2026-08-04T00:56:31.193926Z digest=sha256:12165e776eadc271bbde281708c66ce3b36a5792cba034b59773b3b782bcb9c9

Observation f4073116-d821-46ea-88b5-d1edca870315 · outbound

This paper cites Deep learning for movable antenna precoding in 2D MISO communication system,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning for movable antenna precoding in 2D MISO communication system,

Reference 69

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:31.262677Z digest=sha256:d9fcbd0a49feb706ca23bca58858a3318380854815d84102e4307fd8e2d95ec7

Observation 65cb414c-ab64-4c84-9a61-304660de067b · outbound

This paper cites Deep learning method for movable antenna- enabled multiuser downlink system,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep learning method for movable antenna- enabled multiuser downlink system,

Reference 70

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source=pdf_text observed=2026-08-04T00:56:31.333890Z digest=sha256:15f844508191c2c5c7ad2c7977a2af412fea1ab2cb01917d5832824092af5735

Observation df522bda-73c0-49e4-904b-79b7cac61159 · outbound

This paper cites Movable cell-free massive MIMO for high-speed train communications: A PPO- based antenna position optimization,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable cell-free massive MIMO for high-speed train communications: A PPO- based antenna position optimization,

Reference 71

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Observation f14dbc6f-224b-4ece-8244-bf9c416c47b8 · outbound

This paper cites Deep reinforce- ment learning for movable antenna-assisted cell-free networks,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep reinforce- ment learning for movable antenna-assisted cell-free networks,

Reference 72

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source=pdf_text observed=2026-08-04T00:56:31.452716Z digest=sha256:88460d4e0f24412b467bca4a7734f8a19fb22cbd2ee87dc79ab0b2b268929f5f

Observation 222e5296-9ada-4044-ac63-be39744e5f0d · outbound

This paper cites NMAP-Net: Deep learning-aided near-field multi- beamforming design and antenna position optimization for XL-MIMO communications,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems NMAP-Net: Deep learning-aided near-field multi- beamforming design and antenna position optimization for XL-MIMO communications,

Reference 73

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source=pdf_text observed=2026-08-04T00:56:31.512369Z digest=sha256:119fbef095aa87071588cc2f3c94be8d76a40aa9ed03eaa61a160a172e0cf252

Observation c155219c-d8c3-4e4f-9359-8ef716004781 · outbound

This paper cites New view of learning-aided channel estimation for movable antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems New view of learning-aided channel estimation for movable antenna systems,

Reference 74

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source=pdf_text observed=2026-08-04T00:56:31.519998Z digest=sha256:0b82bb0bcac1b27c5823fd803aa0dcc2e8ea0ae33b9b25884f8d626f63a04859

Observation d94b0093-30aa-4dc1-a9ff-48e61de65cf2 · outbound

This paper cites DRL-Based Antenna Position Optimization For MA-Assisted OTFS System Under Imperfect CSI.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems DRL-Based Antenna Position Optimization For MA-Assisted OTFS System Under Imperfect CSI

Reference 75

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source=pdf_text observed=2026-08-04T00:56:31.555430Z digest=sha256:819e9305d1f8a75f8df4de946fc9e3390e232e2a6e98fbcb865dccef19c34f30

Observation 2d9f07fa-874a-424d-92f5-a216de7d7918 · outbound

This paper cites Meta-learning-driven resource optimization in full-duplex ISAC with movable antennas,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Meta-learning-driven resource optimization in full-duplex ISAC with movable antennas,

Reference 76

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source=pdf_text observed=2026-08-04T00:56:31.631020Z digest=sha256:2998e0039e99dbffe7ceeb0e9483970dfb19ef555b0a7a3ba91dbb76c62f292b

Observation 45531fa5-9320-414e-a699-076143bad34a · outbound

This paper cites A learning-based flexible beamforming method for movable antenna- enabled integrated sensing, communication and power transmission system,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems A learning-based flexible beamforming method for movable antenna- enabled integrated sensing, communication and power transmission system,

Reference 77

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:31.753019Z digest=sha256:d8556061b589c01583733997992fbc3ccf10afe1fa618532d1b72b603264181c

Observation 0856e8c9-fb05-4cd0-ab52-4fee28bc9132 · outbound

This paper cites Movable antenna-enabled secure transmission for active RIS-aided ISAC systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antenna-enabled secure transmission for active RIS-aided ISAC systems,

Reference 78

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source=pdf_text observed=2026-08-04T00:56:31.859468Z digest=sha256:2fb2259fd2329dc3c41dea454a7ed68bd0b0d2905864aaba79260af496351882

Observation 428388d7-46f0-4584-bb2a-d3f34550bfbb · outbound

This paper cites Distributed antenna selection and beamforming for ELAA based downlink ISAC systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Distributed antenna selection and beamforming for ELAA based downlink ISAC systems,

Reference 79

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:31.913293Z digest=sha256:ca9a40c9354a115857317df2126ae48657f6dbf27ec513975c36f045b2aefa1c

Observation ef4a44c2-d9f5-455d-93ed-99e7eb7f5c20 · outbound

This paper cites Movable antenna design for UA V-aided federated learning via deep reinforcement learn- ing,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antenna design for UA V-aided federated learning via deep reinforcement learn- ing,

Reference 80

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:32.083010Z digest=sha256:b0f6376c9d4e2d4d8af70aa01a2691317585ca387eb4253224396798e82e05ac

Observation f8e9a9ea-eee2-412a-9224-65af59446443 · outbound

This paper cites Joint trajectory, beamforming and antenna deployment design for movable antenna- aided A2G communication: A DRL-based two-stage method,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Joint trajectory, beamforming and antenna deployment design for movable antenna- aided A2G communication: A DRL-based two-stage method,

Reference 81

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source=pdf_text observed=2026-08-04T00:56:32.133749Z digest=sha256:c40f686795a2c7b4144d30f6385b7d7898210f20636cc168d0de6328f6c3e8ef

Observation af2ab5fb-4a8f-4ce4-b72e-69a997bb71c9 · outbound

This paper cites Joint deployment, power control and beamforming designs for mov- able antenna-aided UA V communication: A DRL-based two-stage approach,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Joint deployment, power control and beamforming designs for mov- able antenna-aided UA V communication: A DRL-based two-stage approach,

Reference 82

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:32.164879Z digest=sha256:db36c6f8fd65ff23026124cf8f9fe686cc107738d967d89d1ad87e1d63afd1df

Observation ecf09064-84ae-493a-9a57-0a90acd24ee8 · outbound

This paper cites Movable antenna- equipped UA V for data collection in backscatter sensor networks: A deep reinforcement learning-based approach,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable antenna- equipped UA V for data collection in backscatter sensor networks: A deep reinforcement learning-based approach,

Reference 83

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source=pdf_text observed=2026-08-04T00:56:32.206787Z digest=sha256:abba59d90160b530eff3c2fb80861bcd861852869d8a4ea0915f05e4f38bd8b2

Observation b539c383-cb19-4bcc-bfe3-7734d468afd1 · outbound

This paper cites Multi-agent reinforcement learning-based joint optimization for mov- able antenna and RIS-assisted systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Multi-agent reinforcement learning-based joint optimization for mov- able antenna and RIS-assisted systems,

Reference 84

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source=pdf_text observed=2026-08-04T00:56:32.221759Z digest=sha256:a642dcbddd2d9daab933a0d5c1077040ea3ef6784159ead6c7ce3c55da6a0a8e

Observation 5c7ded5d-a588-4212-8912-ec8e02fb9a4b · outbound

This paper cites Learning-based STARS-aided communication system with movable antenna,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Learning-based STARS-aided communication system with movable antenna,

Reference 85

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source=pdf_text observed=2026-08-04T00:56:32.302375Z digest=sha256:c3dbf5fd3686f3bf65586b7e00f9b34bcf8f8a431c58fe980c44bde0fd067088

Observation 69950529-c520-42f1-9f12-7255942b5ca9 · outbound

This paper cites Aerial RIS- aided anti-jamming transmission with movable elements,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Aerial RIS- aided anti-jamming transmission with movable elements,

Reference 86

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:32.380794Z digest=sha256:09e9e01223b1cbd0e70a0aa1384b11581062c6bff599e4b149cfda40087aebec

Observation 95d32242-ffa5-4360-b20a-d22175e12b22 · outbound

This paper cites Weighted sum-rate maximization by joint antenna grouping and movable RIS deployment,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Weighted sum-rate maximization by joint antenna grouping and movable RIS deployment,

Reference 87

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source=pdf_text observed=2026-08-04T00:56:32.422059Z digest=sha256:f7bb8bcb9a401e448e5ddfa02eede3efa4ec433af8d09076bc6e45e7faee33e6

Observation e3d5a921-cc0c-43cc-94b9-5c71cbd99762 · outbound

This paper cites Movable-antenna enabled robust vehicular consumer networks under imperfect CSI,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Movable-antenna enabled robust vehicular consumer networks under imperfect CSI,

Reference 88

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source=pdf_text observed=2026-08-04T00:56:32.447288Z digest=sha256:b71b436374debe59e1d80912260d000fd80d2932aa2baf29adc88bdb57d881e0

Observation d946a9dd-95fc-4b7d-afdb-f5be886d2339 · outbound

This paper cites When movable antenna meets URLLC systems: A deep reinforcement learning approach,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems When movable antenna meets URLLC systems: A deep reinforcement learning approach,

Reference 89

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source=pdf_text observed=2026-08-04T00:56:32.507078Z digest=sha256:1521e5184f369b2c04353b6414e8a8f78ae00de856ef7a89359e029e5e2a27ae

Observation fb325cb0-76ec-4c00-b66b-d7b4701595dd · outbound

This paper cites Toward spectral- efficient URLLC: A novel movable antenna-aided uplink RSMA design for mBRLLC services,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Toward spectral- efficient URLLC: A novel movable antenna-aided uplink RSMA design for mBRLLC services,

Reference 90

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:32.565443Z digest=sha256:83f9c09e195a6e88d0f37cad1a4550bcd4a9e514573f8a4dd644da8e0f491d17

Observation 1d309e39-0f23-44b7-aa99-175475a9df00 · outbound

This paper cites Reinforcement learning-based position optimization for movable antenna-enabled relay communications,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Reinforcement learning-based position optimization for movable antenna-enabled relay communications,

Reference 91

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source=pdf_text observed=2026-08-04T00:56:32.654990Z digest=sha256:a29ac65d463fc307df95b3902585dff3ce48fc004728c1c4426da7bb43bd4c8c

Observation 30eb530b-3202-4f06-a958-1642c8ba883a · outbound

This paper cites Deep unfolding jamming mitigation for an integrated movable antennas system,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Deep unfolding jamming mitigation for an integrated movable antennas system,

Reference 92

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source=pdf_text observed=2026-08-04T00:56:32.804751Z digest=sha256:5ed157375ba2efa656dd053855f959a4f4d2fe217901c92588e3b973fb859f14

Observation 3dae2dd1-3a86-4058-9056-0bd280194df2 · outbound

This paper cites Partially observable mean field learning for opportunistic FAMA,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Partially observable mean field learning for opportunistic FAMA,

Reference 93

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source=pdf_text observed=2026-08-04T00:56:33.005151Z digest=sha256:7a324d2db19e8e5318aaab8cd5400140a1200b07d1e4a8a1bc4e5cb412f3e369

Observation fbf046c5-2871-4c68-99eb-7fa6ff9cc81f · outbound

This paper cites AI-powered opportunistic FAMA-enabled short packet xURLLC systems: An AoI- based information freshness perspective,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems AI-powered opportunistic FAMA-enabled short packet xURLLC systems: An AoI- based information freshness perspective,

Reference 94

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source=pdf_text observed=2026-08-04T00:56:33.099455Z digest=sha256:4ea46dadaf469362125a254738760134ad9edfa830b54dab749bc0d7d0a96ea9

Observation 03b7403d-dfe8-409f-9fd4-e2258623a314 · outbound

This paper cites AI-driven adaptive port selection for fluid antenna multiple access,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems AI-driven adaptive port selection for fluid antenna multiple access,

Reference 95

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source=pdf_text observed=2026-08-04T00:56:33.219759Z digest=sha256:fe6ffa290ba920a80073f84766f070cef2b3f91032932e3c651522bbf9b98c72

Observation 13802839-dcbb-404f-97d6-b90b4847f2af · outbound

This paper cites cgan-based slow fluid antenna multiple access,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems cgan-based slow fluid antenna multiple access,

Reference 96

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:33.282673Z digest=sha256:871c5865cbd5521981f0c9b81c1a714cce7f23e9915834c5ea9c938da6f78a4f

Observation cc31b54d-923f-456b-bee3-dc33f98829e0 · outbound

This paper cites Attentional copula- aided turbo fluid antenna massive access,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Attentional copula- aided turbo fluid antenna massive access,

Reference 97

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:33.396996Z digest=sha256:e3f01654a1223455f59dba4f8590a7b3db7dec4ecc4a8dc6654050f74f721da3

Observation f2151efc-81ac-4938-aec6-247b17310f7f · outbound

This paper cites Fast port selection using temporal and spatial correlation for fluid antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Fast port selection using temporal and spatial correlation for fluid antenna systems,

Reference 98

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:33.487575Z digest=sha256:ebda798e5a3b0cd095f30c2d6902c8d88d0ef5f9ab61e99cd91f0e72ee3c1cbc

Observation 9536b9c1-cda9-4c1c-bd44-be3d274ff6b1 · outbound

This paper cites Virtual FAS by learning-based imaginary antennas,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Virtual FAS by learning-based imaginary antennas,

Reference 99

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no resolver link, observed 2026-08-04T00:56:33.546708Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:33.546708Z digest=sha256:ba167cad84eda1161fb3e5a51617b29755c97c5361c88c6841eea980d45c1956

Observation bc74b58f-2bb0-46a6-aaad-d9e96f1b2074 · outbound

This paper cites Comparison of multi-label classification and regression models for port selection in fluid antenna systems,.

Artificial Intelligence for Spatially Reconfigurable Antennas: Movable, Fluid, and Pinching Antenna Systems Comparison of multi-label classification and regression models for port selection in fluid antenna systems,

Reference 100

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:56:33.644530Z digest=sha256:8f89c226e5aa5d40693845abd2eaf0945fb39526e5c7e59b7a6a49e35800090a

Pith citing papers

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