Paper Citation Record · LEDGER

Semantic-aware Digital Twin for AI-based CSI Acquisition

As of 10 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2506.21126.

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

pith.paper-citation-record.v1
2506.21126 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:36:21.134940Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

15 of 15 outbound references displayed

verified exact1
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5ce4efc9-0580-4b61-a9b4-d8725f80eb85 · outbound

This paper cites Framework and overall objectives of the future development of IMT for 2030 and beyond,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Framework and overall objectives of the future development of IMT for 2030 and beyond,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:22.831560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b710e3bb-ae3c-4d2a-9238-bacfc34f11f6 · outbound

This paper cites Future technology trends of terrestrial international mobile telecommunications systems towards 2030 and beyond,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Future technology trends of terrestrial international mobile telecommunications systems towards 2030 and beyond,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:22.670800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f2add04-4e50-48be-b4f5-0b409fa4de7e · outbound

This paper cites Deep learning-based channel estimation,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Deep learning-based channel estimation,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:19.974988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ca45ea9-98b9-4019-a3d0-26cf4af8b6b7 · outbound

This paper cites Overview of deep learning- based CSI feedback in massive MIMO systems,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Overview of deep learning- based CSI feedback in massive MIMO systems,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:20.099470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cbc6e53-5292-48cc-96ac-d175fb891422 · outbound

This paper cites Deep multimodal learning: Merging sensory data for massive MIMO channel prediction,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Deep multimodal learning: Merging sensory data for massive MIMO channel prediction,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:20.204529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07aad595-71da-4baa-a52d-9455d6d1b689 · outbound

This paper cites Digital twin of wireless systems: Overview, taxonomy, challenges, and opportunities,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Digital twin of wireless systems: Overview, taxonomy, challenges, and opportunities,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:22.508359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dda5e355-3eee-4104-96f7-fd5411863c98 · outbound

This paper cites 6G digital twin networks: From theory to practice,.

Semantic-aware Digital Twin for AI-based CSI Acquisition 6G digital twin networks: From theory to practice,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:22.329619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ec65224c-e4d0-40cb-a617-591e2117e9cf · outbound

This paper cites Digital twin based beam prediction: Can we train in the digital world and deploy in reality?.

Semantic-aware Digital Twin for AI-based CSI Acquisition Digital twin based beam prediction: Can we train in the digital world and deploy in reality?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:22.180684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 85093b6e-f97c-4fdd-a0b5-4fc7393fa2ae · outbound

This paper cites Machine learning for CSI recreation in the digital twin based on prior knowledge,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Machine learning for CSI recreation in the digital twin based on prior knowledge,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:22.000220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7ef006bd-bf33-4a41-b6ba-2ceb863f02bc · outbound

This paper cites Digital twin aided massive MIMO: CSI compression and feedback,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Digital twin aided massive MIMO: CSI compression and feedback,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:21.839825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c8708f4-2a4e-48b1-aa32-4798bf43f70a · outbound

This paper cites Prompt-Enabled Large AI Models for CSI Feedback.

Semantic-aware Digital Twin for AI-based CSI Acquisition Prompt-Enabled Large AI Models for CSI Feedback

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:20.767868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abc29543-ef7b-4942-acba-4c750f8e9a90 · outbound

This paper cites AdapCsiNet: Environment-Adaptive CSI Feedback via Scene Graph-Aided Deep Learning.

Semantic-aware Digital Twin for AI-based CSI Acquisition AdapCsiNet: Environment-Adaptive CSI Feedback via Scene Graph-Aided Deep Learning

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:36:21.385827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 65083eb8-917b-47f3-950c-298dde7ed447 · outbound

This paper cites Real-time digital twins: Vision and research directions for 6G and beyond,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Real-time digital twins: Vision and research directions for 6G and beyond,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:21.675107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 85a16960-0313-43de-be80-105c74623847 · outbound

This paper cites Sionna RT: Technical report,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Sionna RT: Technical report,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:21.023828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1e6dfe3-fe69-48a7-9f47-30ebd99446fe · outbound

This paper cites Hypernetworks,.

Semantic-aware Digital Twin for AI-based CSI Acquisition Hypernetworks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:36:21.545443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.