Paper Citation Record · LEDGER

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins

As of 21 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2507.19173.

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

pith.paper-citation-record.v1
2507.19173 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:04:17.033526Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact2
verified fuzzy11
unresolved20
parse uncertain0
malformed identifier1
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63e5f646-aaa5-4072-90e3-b7a0520b92fb · outbound

This paper cites Ferrand, M.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Ferrand, M

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.747181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba824c4-58e4-435a-86c4-1474fdec12f6 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.751813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de48b47c-acad-4e57-b92c-8b2138841a13 · outbound

This paper cites Pegurri, F.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Pegurri, F

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.352627Z

Source-reported events for the cited work

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

Observation e714edeb-2c87-4aac-ac68-0b10a8bcffe3 · outbound

This paper cites Polese, L.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Polese, L

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.339246Z

Source-reported events for the cited work

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

Observation 7ee03610-ae59-4487-ad71-132982fb3572 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T18:04:17.934494Z

Source-reported events for the cited work

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

Observation b496dbf9-88ed-44ef-9bb4-a53aeb42db44 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.322813Z

Source-reported events for the cited work

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

Observation 5a55c718-be4e-4c44-82ce-af7da5a30577 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.308859Z

Source-reported events for the cited work

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

Observation ef88df8d-4524-4786-af6c-7787e03e26db · outbound

This paper cites Lecci, P.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Lecci, P

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.294245Z

Source-reported events for the cited work

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

Observation 647985dc-ba48-4198-ae45-ac9dcb138b65 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.786891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70c7b0cd-dd65-45fd-97f7-33c228d43ee4 · outbound

This paper cites Alkhateeb, S.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Alkhateeb, S

Reference 10

Resolution: verified exact; doi, observed 2026-08-15T18:04:17.072500Z

Source-reported events for the cited work

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

Observation 5b0ad268-f9d8-4995-878a-4e2d74a88513 · outbound

This paper cites Hoydis, S.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Hoydis, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.274817Z

Source-reported events for the cited work

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

Observation 232ea372-ddbf-4224-ad61-6cc719739f46 · outbound

This paper cites Cazzella, F.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Cazzella, F

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.800422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c898f0b0-abc5-49ee-aa08-2eb966d3eb5a · outbound

This paper cites Bilibashi, E.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Bilibashi, E

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.804943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 286071e1-e438-4809-b37e-445f1855a19f · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 14

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T18:04:17.541564Z

Source-reported events for the cited work

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

Observation 4ffac52c-3e60-4488-a4dd-16bae7af88ac · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 15

Resolution: malformed identifier; doi_truncated, observed 2026-08-15T18:04:17.466477Z

Source-reported events for the cited work

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

Observation a9cdcb3c-14c2-442e-bc11-f75cac109eff · outbound

This paper cites Testolina, M.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Testolina, M

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.817855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80f39c8b-7ebb-4d3d-ae08-6d2bddbfc9ab · outbound

This paper cites Hoydis, F.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Hoydis, F

Reference 17

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T18:04:17.295534Z

Source-reported events for the cited work

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

Observation aebad3aa-b559-45ac-a861-6100219958fa · outbound

This paper cites Kanhere, T.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Kanhere, T

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.261351Z

Source-reported events for the cited work

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

Observation 7f4f700e-9020-4a71-9094-01dfaddb3c4e · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.247083Z

Source-reported events for the cited work

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

Observation c1a1a9d6-a059-49e0-bcf3-3d0ac4728533 · outbound

This paper cites Charbonnier, C.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Charbonnier, C

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.230897Z

Source-reported events for the cited work

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

Observation 93890c40-5914-4d1c-ad51-e775bf351b70 · outbound

This paper cites Exploiting Age of Information in Network Digital Twins for AI-driven Real-Time Link Blockage Detection.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Exploiting Age of Information in Network Digital Twins for AI-driven Real-Time Link Blockage Detection

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:04:17.208720Z

Source-reported events for the cited work

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

Observation 09787962-d5b6-4c1b-9929-9d2669ab8bb1 · outbound

This paper cites Bakirtzis, J.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Bakirtzis, J

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.215470Z

Source-reported events for the cited work

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

Observation eb96f7ab-1f1a-49a3-a71b-64168ac33420 · outbound

This paper cites Zhang, H.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Zhang, H

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.849224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ddb3086-3add-4b2e-8aa3-ad6230a016b6 · outbound

This paper cites Kamari, Y.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Kamari, Y

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.200746Z

Source-reported events for the cited work

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

Observation 74da375a-2609-4d50-aa6b-928d133856be · outbound

This paper cites Levie, C ¸.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Levie, C ¸

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.186573Z

Source-reported events for the cited work

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

Observation d1252380-385a-4d3e-bd54-0ea936127c23 · outbound

This paper cites Kocevska, T.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Kocevska, T

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.171254Z

Source-reported events for the cited work

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

Observation e2440961-05a9-4546-a5da-6eb5d96a77f2 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.157154Z

Source-reported events for the cited work

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

Observation 191b4092-34dd-418e-ac0f-98b620467cac · outbound

This paper cites Dosovitskiy, G.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Dosovitskiy, G

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:04:18.136414Z

Source-reported events for the cited work

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

Observation e5498554-d79b-4cf8-bf97-80b6d94589c3 · outbound

This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.875231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03e883ea-1050-48af-b2ca-d01d65787b90 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.109868Z

Source-reported events for the cited work

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

Observation aa465c73-a315-4bc1-859a-0de286048715 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.093257Z

Source-reported events for the cited work

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

Observation a2383114-9385-4fe2-b56a-c16df760e360 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.076379Z

Source-reported events for the cited work

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

Observation 9347aa3b-d224-40d2-992a-c7e4438fb97f · outbound

This paper cites Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.894277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 942a209b-4003-4e2b-ba82-5dc27e6f218f · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.052707Z

Source-reported events for the cited work

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

Observation f50d7dfa-9b35-4d37-8a15-23b1399ed458 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.036752Z

Source-reported events for the cited work

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

Observation 88cbcf20-eac2-49cb-ac76-1b943c6781bb · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:04:18.018870Z

Source-reported events for the cited work

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

Observation 7c12813a-b1bd-47ff-8c1a-c060f2343f83 · outbound

This paper cites an unresolved cited work.

High-Fidelity RF Mapping: Assessing Environmental Modeling in 6G Network Digital Twins Unresolved cited work

Reference 7841

Resolution: unresolved; no resolver link, observed 2026-08-15T18:04:16.783122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.