Paper Citation Record · LEDGER

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model

As of 20 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 3 inbound Pith citation observations for arXiv:2602.04126.

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

pith.paper-citation-record.v1
2602.04126 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T14:50:08.124206Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T00:11:57.999438Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T14:47:03.918658Z

Reference resolution

25 of 25 outbound references displayed

verified exact0
verified fuzzy23
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cca34261-3c27-4bcc-a321-414afa6e2c62 · outbound

This paper cites The most common ap- proach to obtain CSI is pilot-based channel estimation, where a pilot sequence is transmitted along with the data [2–4].

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model The most common ap- proach to obtain CSI is pilot-based channel estimation, where a pilot sequence is transmitted along with the data [2–4]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.393898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d2a5565a-6328-4e00-9fc8-7460e8e41614 · outbound

This paper cites Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T14:50:15.279086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d1969c19-c5e0-49f7-a06c-0f59f6378d06 · outbound

This paper cites However, inaccurately decoded symbols de- grade performance, it is essential to select only reliable sym- bols as the additional pilot.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model However, inaccurately decoded symbols de- grade performance, it is essential to select only reliable sym- bols as the additional pilot

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.455242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d7006d13-ee41-4c20-852c-026190f7aa40 · outbound

This paper cites x(M) p ]and the semantic pilot xs = [x (1) s , x(2) s.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model x(M) p ]and the semantic pilot xs = [x (1) s , x(2) s

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.443271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a7b88ba3-2eae-49f3-8629-6b50b3921601 · outbound

This paper cites Simulation Settings To evaluate the proposed model, we use the Europarl dataset.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Simulation Settings To evaluate the proposed model, we use the Europarl dataset

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.440553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 278b06e9-92dd-42d9-8a0e-a2cc847fcb0f · outbound

This paper cites The text is encoded using 6-bit fixed-length source coding, and modulated with quadrature phase shift keying (QPSK).

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model The text is encoded using 6-bit fixed-length source coding, and modulated with quadrature phase shift keying (QPSK)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.402989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1f3c0727-d308-47fe-bb59-c2f912b489aa · outbound

This paper cites The semantic pilot is identified by comparing the initially decoded text with its LLM-corrected version.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model The semantic pilot is identified by comparing the initially decoded text with its LLM-corrected version

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.435122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 613e5024-e152-4812-ad0f-5a28d91c2f4f · outbound

This paper cites an unresolved cited work.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-21T14:50:15.405706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 31838783-99ec-439e-9724-c07aa4e1e5e9 · outbound

This paper cites Fading channels: how per- fect need “perfect side information.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Fading channels: how per- fect need “perfect side information

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.422943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6573c2ea-3ee0-4f25-b82a-a6f99a9fee5b · outbound

This paper cites Robust chan- nel estimation for OFDM systems with rapid dispersive fading channels.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Robust chan- nel estimation for OFDM systems with rapid dispersive fading channels

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.408804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd26d93c-68cb-4d62-a837-b2391b4fd4ae · outbound

This paper cites Chan- nel estimation techniques based on pilot arrangement in OFDM systems.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Chan- nel estimation techniques based on pilot arrangement in OFDM systems

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.451814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 945c71dc-b71c-4e82-8c4d-96544d827a77 · outbound

This paper cites Pilot-symbol-aided channel estimation for ofdm in wireless systems.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Pilot-symbol-aided channel estimation for ofdm in wireless systems

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.431915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b6267397-9cdd-4a5e-aa9b-d9f360e45bbf · outbound

This paper cites Data-derived iterative channel estimation with channel tracking for a mobile fourth generation wide area ofdm system.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Data-derived iterative channel estimation with channel tracking for a mobile fourth generation wide area ofdm system

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.400106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8be53535-340e-4c46-89de-f34b9d27625e · outbound

This paper cites Data-aided channel estimation in large antenna systems.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Data-aided channel estimation in large antenna systems

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.397021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e44b487d-f470-4407-a72c-1d108bdfec95 · outbound

This paper cites Data-aided LS channel estimation in massive MIMO turbo-receiver.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Data-aided LS channel estimation in massive MIMO turbo-receiver

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.420457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2235bb6a-1beb-4490-b052-75683d9f5785 · outbound

This paper cites Data-aided channel estimation uti- lizing gaussian mixture models.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Data-aided channel estimation uti- lizing gaussian mixture models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.437901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ccab5cb8-fc16-4bd5-a947-583327ff4968 · outbound

This paper cites Decision- directed hybrid RIS channel estimation with minimal pi- lot overhead.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Decision- directed hybrid RIS channel estimation with minimal pi- lot overhead

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.461292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c5e85717-55e5-4e98-9058-a8055f1bdba3 · outbound

This paper cites It- erative channel estimation using virtual pilot signals for MIMO-OFDM systems.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model It- erative channel estimation using virtual pilot signals for MIMO-OFDM systems

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.417421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b6bebf16-b8a8-42e5-b8d4-5a8ac5e9722d · outbound

This paper cites Data-aided channel estimator for MIMO systems via reinforcement learning.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Data-aided channel estimator for MIMO systems via reinforcement learning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.445787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5342271b-25d0-4871-bdf2-8e78bc4978a3 · outbound

This paper cites Semi-data-aided channel estimation for MIMO systems via reinforcement learn- ing.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Semi-data-aided channel estimation for MIMO systems via reinforcement learn- ing

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.411691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 283759c6-e878-448c-bac0-488abec57830 · outbound

This paper cites Large language model enhanced multi-agent systems for 6G communications.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Large language model enhanced multi-agent systems for 6G communications

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.458306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dc5e5359-3090-44ad-a683-8f0db2272a0c · outbound

This paper cites Large language model (LLM) for telecommunications: A comprehensive survey on prin- ciples, key techniques, and opportunities.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Large language model (LLM) for telecommunications: A comprehensive survey on prin- ciples, key techniques, and opportunities

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.449015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3dc10bea-0b14-45c1-8c21-58bfded47fe1 · outbound

This paper cites Large language model based multi- objective optimization for integrated sensing and com- munications in uav networks.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Large language model based multi- objective optimization for integrated sensing and com- munications in uav networks

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.429060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0ae71f82-9580-4061-a0d3-95b924126dec · outbound

This paper cites LaMoSC: Large language model-driven se- mantic communication system for visual transmission.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model LaMoSC: Large language model-driven se- mantic communication system for visual transmission

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.425979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 42fe9381-b93a-4e10-9cc9-fb07ea4bf341 · outbound

This paper cites Europarl: A parallel corpus for statisti- cal machine translation.

Semantic Pilot Design for Data-Aided Channel Estimation Using a Large Language Model Europarl: A parallel corpus for statisti- cal machine translation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T14:50:15.414510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation d2a5565a-6328-4e00-9fc8-7460e8e41614 · inbound