Paper Citation Record · LEDGER

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements

As of 18 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2605.22361.

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

pith.paper-citation-record.v1
2605.22361 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T03:59:15.767359Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T14:33:53.899247Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

48 of 48 outbound references displayed

verified exact3
verified fuzzy45
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86afced0-27b4-4f17-98ca-5fb0567cdd28 · outbound

This paper cites What should 6g be?.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements What should 6g be?

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.244143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f50f90fa-cbb3-4917-9808-817fa0d33778 · outbound

This paper cites Wireless communications with programmable metasurface: New paradigms, opportunities, and challenges on transceiver design.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Wireless communications with programmable metasurface: New paradigms, opportunities, and challenges on transceiver design

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.092482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f5961cae-546c-47e7-92dc-5a7aea94389d · outbound

This paper cites Integrated sensing and communications: Toward dual-functional wire- less networks for 6g and beyond.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Integrated sensing and communications: Toward dual-functional wire- less networks for 6g and beyond

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.095899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cfe7a321-0f50-4cc8-b0f1-7ffc99cdd743 · outbound

This paper cites Large ai models for wireless physical layer.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Large ai models for wireless physical layer

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.102606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 106dc967-e3a9-43c7-9f5a-c067d325b50f · outbound

This paper cites Twelve scientific challenges for 6g: Rethinking the foundations of communications the- ory.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Twelve scientific challenges for 6g: Rethinking the foundations of communications the- ory

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.123552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 625eba69-2e7e-4938-bbc9-3a9ab52b80ca · outbound

This paper cites Nine challenges in artificial intelligence and wireless communications for 6g.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Nine challenges in artificial intelligence and wireless communications for 6g

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.216943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f257cc66-15b5-47ef-bcf9-ead80dab9549 · outbound

This paper cites Overview of ai and communication for 6g network: Fundamentals, challenges, and future research opportunities.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Overview of ai and communication for 6g network: Fundamentals, challenges, and future research opportunities

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.178908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b124887b-e674-4936-9f9c-33e0b104e60b · outbound

This paper cites Deploy- ment design for multi-uav-assisted iot networks: A digital twin-driven deep reinforcement learning approach.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Deploy- ment design for multi-uav-assisted iot networks: A digital twin-driven deep reinforcement learning approach

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.193650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 70aed22d-42ff-4513-8d0a-14ee305ad562 · outbound

This paper cites Digital twin aided massive mimo csi feedback: Exploring the impact of twinning fidelity.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Digital twin aided massive mimo csi feedback: Exploring the impact of twinning fidelity

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.175967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4a60daab-182e-47fa-b7b7-6b55fd5279ef · outbound

This paper cites Radarsplat: Radar gaussian splatting for high-fidelity data synthesis and 3d reconstruction of autonomous driving scenes.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Radarsplat: Radar gaussian splatting for high-fidelity data synthesis and 3d reconstruction of autonomous driving scenes

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.169068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ef862610-7bd8-4024-a72d-e9d0a411328b · outbound

This paper cites Vggt: Visual geometry grounded transformer.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Vggt: Visual geometry grounded transformer

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.165784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bb150ef4-fd6e-4be6-ac78-0399ec4f199b · outbound

This paper cites Wireless InSite.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Wireless InSite

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.172631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 066653a8-0ed0-482d-bf4d-7f69cfe26c7a · outbound

This paper cites Sionna rt: Differentiable ray tracing for radio propagation modeling.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Sionna rt: Differentiable ray tracing for radio propagation modeling

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.182327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0e8611ac-7d38-4772-9fb1-247fb5cae7e6 · outbound

This paper cites Machine learning-assisted calibration for ray-tracing channel simulation at centimeter-wave and millimeter-wave bands.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Machine learning-assisted calibration for ray-tracing channel simulation at centimeter-wave and millimeter-wave bands

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.152614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1041f09e-20fd-46c6-8b39-77c4e72d755e · outbound

This paper cites Recommendation ITU-R P.2040-2: Effects of Building Materi- als and Structures on Radiowave Propagation Above About 100 MHz.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Recommendation ITU-R P.2040-2: Effects of Building Materi- als and Structures on Radiowave Propagation Above About 100 MHz

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.155955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4aa04ff0-5647-4910-8611-4748167beb93 · outbound

This paper cites Boston twin: the boston digital twin for ray-tracing in 6g networks.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Boston twin: the boston digital twin for ray-tracing in 6g networks

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.162834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 37d65404-241f-46c1-8b1e-35add25c4f99 · outbound

This paper cites 3d wi-fi signal measurement in realistic digital twin testbed environments using ray tracing.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements 3d wi-fi signal measurement in realistic digital twin testbed environments using ray tracing

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.159503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e0f16c0a-a4bf-4494-9103-bc551780bcbe · outbound

This paper cites How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networks.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networks

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-22T04:01:01.452331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 45569aa5-14d5-40d8-8580-48047c175761 · outbound

This paper cites Calibration of nyuray, a 3d mmwave and sub-thz ray tracer using indoor, outdoor, and factory channel measurements.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Calibration of nyuray, a 3d mmwave and sub-thz ray tracer using indoor, outdoor, and factory channel measurements

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.240266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e3e7a3bc-1537-437d-8a90-ed3d83865a47 · outbound

This paper cites Learning radio environments by dif- ferentiable ray tracing.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Learning radio environments by dif- ferentiable ray tracing

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.186003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b853a4c8-bd35-48e4-9e7d-1eab4a08176a · outbound

This paper cites Learnable wireless digital twins: Reconstructing elec- tromagnetic field with neural representations.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Learnable wireless digital twins: Reconstructing elec- tromagnetic field with neural representations

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.127070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e5056df0-5e55-41af-8b7a-21875b36c20f · outbound

This paper cites Digital twin enabled simultaneous learning and modeling for uav-assisted secure wireless sensing in unknown environment.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Digital twin enabled simultaneous learning and modeling for uav-assisted secure wireless sensing in unknown environment

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.141928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68afbf71-9129-41bc-9a0c-839e5bb14036 · outbound

This paper cites Channel charting for uav navigation in ris-assisted isac systems.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Channel charting for uav navigation in ris-assisted isac systems

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.133217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7f720693-a9c9-44d5-9f75-764b90a5ffa0 · outbound

This paper cites Digital twin of channel: Diffusion model for sensing-assisted statistical channel state information generation.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Digital twin of channel: Diffusion model for sensing-assisted statistical channel state information generation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.099343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a41f51a9-5d19-4d19-8d7c-938d1283c5aa · outbound

This paper cites Ai-based csi feedback with digital twins: Real-world validation and insights.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Ai-based csi feedback with digital twins: Real-world validation and insights

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.119594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6e42a456-bd81-45cd-8ed9-eb439deea6db · outbound

This paper cites Digital twin-assisted explainable ai for robust beam prediction in mmwave mimo systems.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Digital twin-assisted explainable ai for robust beam prediction in mmwave mimo systems

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.136974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c7afd8e-610b-4c83-8ace-13b8dd0e0d3b · outbound

This paper cites Nerf: Representing scenes as neural radiance fields for view synthesis.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Nerf: Representing scenes as neural radiance fields for view synthesis

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.112514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3514e8e5-008e-48ae-ac8b-efc93294fe69 · outbound

This paper cites 3d gaussian splatting for real-time radiance field rendering.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements 3d gaussian splatting for real-time radiance field rendering

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.190121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation caffb03c-f233-46a7-ac05-3230cc880984 · outbound

This paper cites Nerf2: Neural radio-frequency radiance fields.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Nerf2: Neural radio-frequency radiance fields

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.228668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1b07e1df-ac9a-43d5-bd52-1a686d82bb81 · outbound

This paper cites R-nerf: Neural radiance fields for modeling ris-enabled wireless environments.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements R-nerf: Neural radiance fields for modeling ris-enabled wireless environments

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.145367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a721a372-cd93-4b1d-bc96-9f0ac80cabb5 · outbound

This paper cites Wrf-gs: Wireless radiation field reconstruction with 3d gaussian splatting.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Wrf-gs: Wireless radiation field reconstruction with 3d gaussian splatting

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.149106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f8b35888-98c6-4d31-a235-4c227adc63a3 · outbound

This paper cites Rf-3dgs: Wireless channel modeling with radio radiance field and 3d gaussian splatting.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Rf-3dgs: Wireless channel modeling with radio radiance field and 3d gaussian splatting

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.232354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ec4b892f-b7a3-4618-a134-6fb3209a99c0 · outbound

This paper cites Capability of 3-d ray tracing for defining parameter sets for the specification of future mobile communications systems.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Capability of 3-d ray tracing for defining parameter sets for the specification of future mobile communications systems

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.115902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eeb5d58d-8b99-4aff-923d-d03c0c7e0fab · outbound

This paper cites Study on channel model for frequencies from 0.5 to 100 ghz.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Study on channel model for frequencies from 0.5 to 100 ghz

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.130187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd321e6c-a80c-47a1-81e7-7a5c5af17bb6 · outbound

This paper cites Ray techniques in electromagnetics.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Ray techniques in electromagnetics

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.109171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 83193283-c1dc-44d3-897b-a6d002e26d20 · outbound

This paper cites Propagation by diffraction.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Propagation by diffraction

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.105952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation be347716-bc74-4808-99ea-8c1609506d9a · outbound

This paper cites Analysis and modeling on co-and cross-polarized urban radio propaga- tion for dual-polarized mimo wireless systems.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Analysis and modeling on co-and cross-polarized urban radio propaga- tion for dual-polarized mimo wireless systems

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.224248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c10b49c8-31d3-4788-b8a4-c210096af352 · outbound

This paper cites Sionna rt: Technical report.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Sionna rt: Technical report

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-22T04:01:01.442433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21f22194-4db0-47d1-a409-0b51097ba62e · outbound

This paper cites Prediction of wireless channel statistics with ray tracing and uncalibrated digital twin.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Prediction of wireless channel statistics with ray tracing and uncalibrated digital twin

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.235849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a27b394f-c9b9-4352-95d0-6340b43bd036 · outbound

This paper cites Goldsmith,Wireless communications.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Goldsmith,Wireless communications

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.247306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4f681876-ec5e-476c-a496-4c3b85069e01 · outbound

This paper cites A new path- gain/delay-spread propagation model for digital cellular channels.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements A new path- gain/delay-spread propagation model for digital cellular channels

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.213264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3403c061-8012-4523-b849-b7361a89bf69 · outbound

This paper cites Bayesian active learning for sample efficient 5g radio map reconstruction.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Bayesian active learning for sample efficient 5g radio map reconstruction

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.220106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ebabf98b-5ce1-47da-9f0c-85ff217a5d21 · outbound

This paper cites Radio environment map construction based on gaussian process with positional uncertainty.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Radio environment map construction based on gaussian process with positional uncertainty

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.203390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8acd835b-223a-4d35-b49d-c3b5e7b4e462 · outbound

This paper cites Colored point cloud registration revisited.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Colored point cloud registration revisited

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.206549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b46df78c-3343-437a-9fcb-6b61428324ae · outbound

This paper cites Openstreetmap.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Openstreetmap

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.209740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 27bfebbd-53fc-479d-91f4-77797d00da3d · outbound

This paper cites 3D Scanner App.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements 3D Scanner App

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.196999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06f908b7-d0ee-424c-9e75-137c55024f8a · outbound

This paper cites Multi-state ris-enabled near-field separate channel es- timation through multi-carrier nomp.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Multi-state ris-enabled near-field separate channel es- timation through multi-carrier nomp

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T04:01:02.200287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58acfdee-2927-45ef-8881-39ab14b7ea35 · outbound

This paper cites Radioflow: Efficient radio map construction framework with flow matching.

Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements Radioflow: Efficient radio map construction framework with flow matching

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-22T04:01:01.447599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 2601a6bc-00b5-4b38-812e-91399fe822b8 · inbound

Calibrating the Digital Twin Channel: Statistics-Consistent Sim-to-Lab Adaptation for W-Band Industrial OFDM Links cites this paper.

Calibrating the Digital Twin Channel: Statistics-Consistent Sim-to-Lab Adaptation for W-Band Industrial OFDM Links Propagation-Consistent Wireless Environment Digital Twin Construction Under Sparse Measurements

Reference 33

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