Paper Citation Record · LEDGER

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems

As of 13 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2607.18640.

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

pith.paper-citation-record.v1
2607.18640 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T14:50:04.490253Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

40 of 40 outbound references displayed

verified exact0
verified fuzzy0
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 620e7b83-0872-4f39-86d3-c79ab917816d · outbound

This paper cites Semantic pilot design for data-aided channel estimation using a large language model,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Semantic pilot design for data-aided channel estimation using a large language model,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:01.702415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d1f3517-4489-4268-81ec-ff69c1700d49 · outbound

This paper cites A Survey of Large Language Models.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems A Survey of Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:01.753932Z

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Observation 6084cb3a-a889-48b7-af92-17b16a8a28e1 · outbound

This paper cites A survey on large language models for code generation,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems A survey on large language models for code generation,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:01.812599Z

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Unavailable: canonical work link unavailable.

Observation 736edb47-0960-4828-9aca-47e7a175619d · outbound

This paper cites A survey on large language model based autonomous agents,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems A survey on large language model based autonomous agents,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:01.894595Z

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Unavailable: canonical work link unavailable.

Observation db11e740-5b7b-44e3-ace4-352bd3f4a994 · outbound

This paper cites Training language models to follow instructions with human feedback,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Training language models to follow instructions with human feedback,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:01.955389Z

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Observation ee6e8e2a-75ac-4b9d-b7b6-58413a48d441 · outbound

This paper cites Pushing large language models to the 6G edge: Vision, challenges, and opportunities,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Pushing large language models to the 6G edge: Vision, challenges, and opportunities,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.009779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d17053-1ce4-4c80-b689-a1a8cdd31c49 · outbound

This paper cites Enabling mobile AI agent in 6G era: Architecture and key technologies,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Enabling mobile AI agent in 6G era: Architecture and key technologies,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.105187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cc51620-53c1-417c-92b2-0a19b10162db · outbound

This paper cites Beyond transmitting bits: Context, semantics, and task-oriented communications,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.173098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23cefd47-f862-40db-9f3e-c2de7e70a4b9 · outbound

This paper cites Semantic communications for future internet: Funda- mentals, applications, and challenges,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Semantic communications for future internet: Funda- mentals, applications, and challenges,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.230053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2367575b-6ab4-41fe-8e31-d43010554a68 · outbound

This paper cites Less data, more knowledge: Building next-generation semantic communica- tion networks,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Less data, more knowledge: Building next-generation semantic communica- tion networks,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.299078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c512545-70b1-4aae-b7d3-17e2c8c32fc5 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Deep learning enabled semantic communication systems,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.385165Z

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Unavailable: canonical work link unavailable.

Observation 3b2a0ecd-21d7-4825-9553-4cd8372252e1 · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Deep joint source- channel coding for wireless image transmission,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.453068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5bb09f3-8d75-494b-8ff4-9606757d2331 · outbound

This paper cites Semantic communication systems for speech transmission,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Semantic communication systems for speech transmission,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.522311Z

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Observation 19fd394a-0ecd-4089-beb0-443f0dce1c73 · outbound

This paper cites Wireless semantic communi- cations for video conferencing,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Wireless semantic communi- cations for video conferencing,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.635335Z

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Unavailable: canonical work link unavailable.

Observation 3ae1e57e-4c7c-4a4e-b1d9-a8032834a6ee · outbound

This paper cites Generative AI-enabled semantic communication: State-of-the-art, applications, and the way ahead,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Generative AI-enabled semantic communication: State-of-the-art, applications, and the way ahead,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.696571Z

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Observation 65e87b4c-0b1a-4781-a16f-03acc87fb392 · outbound

This paper cites Generative AI meets 6G and beyond: Diffusion models for semantic communications,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Generative AI meets 6G and beyond: Diffusion models for semantic communications,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.786004Z

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Unavailable: canonical work link unavailable.

Observation 8c85d894-7b25-4ef5-874b-fadb2f33e765 · outbound

This paper cites Robust transmission of punctured text with large language model-based recovery,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Robust transmission of punctured text with large language model-based recovery,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.865949Z

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Unavailable: canonical work link unavailable.

Observation 360ce67e-1130-4934-aa27-79007230be83 · outbound

This paper cites LLM-Viterbi: Semantic-Aware Decoding for Convolutional Codes.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems LLM-Viterbi: Semantic-Aware Decoding for Convolutional Codes

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:02.941459Z

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Unavailable: canonical work link unavailable.

Observation 4bb561d8-84c7-4bfd-aa85-b1bf1e56389c · outbound

This paper cites Semantic Error Correction and Decoding for Short Block Codes.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Semantic Error Correction and Decoding for Short Block Codes

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.014048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc22799e-4185-451f-a016-61331ecd8d68 · outbound

This paper cites Pilot optimization and channel estimation scheme for semantic com- munication: A framework for edge intelligence,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Pilot optimization and channel estimation scheme for semantic com- munication: A framework for edge intelligence,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.088649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8bfa86d-b7c5-4eb3-82d7-6aed5c3a0dd7 · outbound

This paper cites LLM4CP: Adapting large language models for channel prediction,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems LLM4CP: Adapting large language models for channel prediction,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.156517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e14df709-9cc3-408c-b407-e3791577d795 · outbound

This paper cites Beam prediction based on large language models,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Beam prediction based on large language models,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.234202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbe2ad48-fd31-4411-9c14-d8d546b6a101 · outbound

This paper cites Exploring the potential of large language models for massive MIMO CSI feedback,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Exploring the potential of large language models for massive MIMO CSI feedback,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.293096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b59b3c2-f25e-4af3-93b5-d11a01baa332 · outbound

This paper cites Large language model enabled multi-task physical layer network,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Large language model enabled multi-task physical layer network,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.378021Z

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Unavailable: canonical work link unavailable.

Observation 098fc0e5-cd84-4142-a0d7-b7aa2c7a9fc9 · outbound

This paper cites LLM4WM: Adapting LLM for wireless multi-tasking,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems LLM4WM: Adapting LLM for wireless multi-tasking,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.456386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98b7ef20-e64c-4be3-b7a0-0f1bfc246536 · outbound

This paper cites WirelessLLM: Empowering large language models towards wireless intelligence,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems WirelessLLM: Empowering large language models towards wireless intelligence,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.533356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a73d667-fa50-44f7-b833-34f01000ee6d · outbound

This paper cites Adaptive resource allocation optimization using large language models in dynamic wireless environ- ments,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Adaptive resource allocation optimization using large language models in dynamic wireless environ- ments,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.600944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63167955-c3f1-4a47-a570-1d9598ea979f · outbound

This paper cites Deep learning-based channel estimation,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Deep learning-based channel estimation,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.662930Z

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Observation 102cd2a6-b51f-4677-abf8-38cc2ef32508 · outbound

This paper cites Deep learning for channel estimation: Interpretation, performance, and comparison,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Deep learning for channel estimation: Interpretation, performance, and comparison,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.725893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1d07bd3-0826-4367-85e5-b1f242d5be1e · outbound

This paper cites Iterative turbo channel estimation for ofdm system over rapid dispersive fading channel,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Iterative turbo channel estimation for ofdm system over rapid dispersive fading channel,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.787458Z

Source-reported events for the cited work

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Observation 73bdc8d5-fde1-4f9c-9301-e4ff5faf73c7 · outbound

This paper cites Model-driven deep learning for mimo detection,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Model-driven deep learning for mimo detection,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.870631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a05136f7-01fe-4698-aff4-4e7d409c72a4 · outbound

This paper cites Iterative channel estimation using virtual pilot signals for MIMO-OFDM systems,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Iterative channel estimation using virtual pilot signals for MIMO-OFDM systems,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:03.933848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c484283a-7c36-4c35-b9b1-d0e453f39b21 · outbound

This paper cites Data-aided channel estimation utilizing gaussian mixture models,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Data-aided channel estimation utilizing gaussian mixture models,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.015574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a251c2ea-373d-4d70-9ed8-695645706ce3 · outbound

This paper cites Semi-data- aided channel estimation for MIMO systems via reinforcement learning,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Semi-data- aided channel estimation for MIMO systems via reinforcement learning,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.099873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e780f4-b54a-4c05-8d42-4d65402ce64c · outbound

This paper cites Deep learning-based data-assisted chan- nel estimation and detection,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Deep learning-based data-assisted chan- nel estimation and detection,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.166911Z

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Unavailable: canonical work link unavailable.

Observation 84f6b627-2f7f-474e-9f08-e276bcd7cffe · outbound

This paper cites A general method applicable to the search for similarities in the amino acid sequence of two proteins,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems A general method applicable to the search for similarities in the amino acid sequence of two proteins,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.231852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1af327b-f640-430d-9343-9fbcd756cabf · outbound

This paper cites Qwen3 Technical Report.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Qwen3 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.277653Z

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Observation 72d7b02f-3875-4cdf-9c34-2489c9130721 · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems LoRA: Low-rank adaptation of large language models,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.338589Z

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Observation f1e1675c-8657-40ab-954f-40407234fb79 · outbound

This paper cites QLoRA: Efficient finetuning of quantized LLMs,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems QLoRA: Efficient finetuning of quantized LLMs,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.399811Z

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Unavailable: canonical work link unavailable.

Observation bd7dc254-e42d-4577-9ab7-9296f6a1600b · outbound

This paper cites Europarl: A parallel corpus for statistical machine transla- tion,.

Semantic-Aware Data-Aided Channel Estimation with Large Language Models for MIMO Systems Europarl: A parallel corpus for statistical machine transla- tion,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T14:50:04.490253Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.