Paper Citation Record · LEDGER

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds

As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2507.04021.

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

pith.paper-citation-record.v1
2507.04021 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:03:36.094841Z

measured 26 of 26 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

26 of 26 outbound references displayed

verified exact0
verified fuzzy21
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d49503b-141b-4628-aca5-9f93e8cbd808 · outbound

This paper cites Demonstration of a continuously updated, radio-compatible digital twin for robotic integrated sensing and communications,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Demonstration of a continuously updated, radio-compatible digital twin for robotic integrated sensing and communications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:41.432633Z

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 fcbe48db-6c65-42e9-ab0e-00f732f8b71b · outbound

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

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Real-time digital twins: Vision and research directions for 6g and beyond,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:41.191361Z

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 e1a075de-9692-4279-adca-1a24ad7e7de2 · outbound

This paper cites Simulating specular reflections for point cloud geometrical database of the environment,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Simulating specular reflections for point cloud geometrical database of the environment,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:40.973873Z

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 e95fab37-999a-4163-939c-d7f82451e14d · outbound

This paper cites Indoor propagation chan- nel simulations at 60 GHz using point cloud data,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Indoor propagation chan- nel simulations at 60 GHz using point cloud data,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:40.785505Z

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 bb0c386a-cd15-4a4a-855e-02ca0ea84d94 · outbound

This paper cites Point cloud ray-launching simulations of indoor multipath channels at 60 GHz,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Point cloud ray-launching simulations of indoor multipath channels at 60 GHz,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:40.507152Z

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 7639663d-3961-40b3-a5b3-2b02b8197bd5 · outbound

This paper cites Ray-optics simulations of outdoor-to-indoor multipath channels at 4 and 14 ghz,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Ray-optics simulations of outdoor-to-indoor multipath channels at 4 and 14 ghz,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:40.284967Z

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 cc75223d-b852-4f9a-90de-d771294f31c3 · outbound

This paper cites Ray launching- based computation of exact paths with noisy dense point clouds,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Ray launching- based computation of exact paths with noisy dense point clouds,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:40.127945Z

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 cebdf455-74eb-4c2b-acc4-c0ca36cf2356 · outbound

This paper cites A gpu-based radio wave propagation prediction with progressive processing on point cloud,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds A gpu-based radio wave propagation prediction with progressive processing on point cloud,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:39.902010Z

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 4fe8264e-2122-4412-9bc5-0d52d5af4918 · outbound

This paper cites Wip: Real-world 3d models derived from mobile mapping for ray launching based propagation loss modeling,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Wip: Real-world 3d models derived from mobile mapping for ray launching based propagation loss modeling,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:39.656259Z

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 4abf5692-183b-4f32-bb74-1bdd53b3ddab · outbound

This paper cites Indoor radio map construction via ray tracing with RGB-D sensor-based 3D reconstruction: Concept and experiments in WLAN systems,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Indoor radio map construction via ray tracing with RGB-D sensor-based 3D reconstruction: Concept and experiments in WLAN systems,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:03:33.930605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 394da290-a10e-41a4-a217-34a8143a29ab · outbound

This paper cites Environment- driven mmwave beamforming for multi-user immersive applications,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Environment- driven mmwave beamforming for multi-user immersive applications,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:39.494527Z

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 f1c3212f-5621-419e-afd9-e31df69db618 · outbound

This paper cites Path loss prediction in urban environments with sionna- rt based on accurate propagation scene models at 2.8 ghz,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Path loss prediction in urban environments with sionna- rt based on accurate propagation scene models at 2.8 ghz,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:39.267226Z

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 27c46e32-a5e5-455e-bccb-a54cfa2ecf84 · outbound

This paper cites Rgb-d sensor- aided radio map estimation using materials classification,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Rgb-d sensor- aided radio map estimation using materials classification,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:39.010442Z

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 d149c5e8-093c-46ae-b72c-e46f6b9d2782 · outbound

This paper cites ITU-R P.2040,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds ITU-R P.2040,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:38.699217Z

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 48ec72e0-ad4b-4a44-afe9-bba4c84db4f4 · outbound

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

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Learning radio environments by dif- ferentiable ray tracing,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:03:34.569346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc544adb-0824-45a5-8d3b-c5bb2961c6fe · outbound

This paper cites Learnable wireless digital twins: Reconstructing electromagnetic field with neural representations,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Learnable wireless digital twins: Reconstructing electromagnetic field with neural representations,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:38.422062Z

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 2b2e40cf-2ec6-4ba2-8763-c2882d4e6a66 · outbound

This paper cites Mask3d: Mask transformer for 3d semantic instance segmentation,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Mask3d: Mask transformer for 3d semantic instance segmentation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:38.131026Z

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 f833f202-15c3-480c-bede-9f10e2f6e80e · outbound

This paper cites Oneformer3d: One transformer for unified point cloud segmentation,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Oneformer3d: One transformer for unified point cloud segmentation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:37.861133Z

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 95828a76-536b-4802-9519-701a66eef903 · outbound

This paper cites Ray tracing for radio propagation modeling: Principles and applications,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Ray tracing for radio propagation modeling: Principles and applications,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:03:35.132124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf60f902-3a22-4fba-9683-01bdb94a4c22 · outbound

This paper cites A discrete environment-driven GPU-based ray launching algorithm,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds A discrete environment-driven GPU-based ray launching algorithm,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:37.528953Z

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 91988981-ae47-45ff-8187-b3765db2e2fa · outbound

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

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:03:35.439176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ad85c3f-8f4c-4fcf-8264-5a3fe5649956 · outbound

This paper cites OptiX: A general purpose ray tracing engine,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds OptiX: A general purpose ray tracing engine,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:37.174790Z

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 bff497ff-1545-4c0d-beee-ceaeb70efaf0 · outbound

This paper cites A refined path generation pipeline for radio channel propagation modeling,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds A refined path generation pipeline for radio channel propagation modeling,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:36.967167Z

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 8a37ab50-203d-4b48-8f39-e107e3e723cb · outbound

This paper cites Geometrical theory of diffraction,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Geometrical theory of diffraction,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:36.675222Z

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 015ff9e0-2ffc-4ded-8f17-a3b6d16580a0 · outbound

This paper cites The Replica Dataset: A Digital Replica of Indoor Spaces.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds The Replica Dataset: A Digital Replica of Indoor Spaces

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:03:35.910132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddda0f58-34e0-47e6-9c3e-7528a848a8b8 · outbound

This paper cites Mea- surement and modelling of scattering from buildings,.

Differentiable High-Performance Ray Tracing-Based Simulation of Radio Propagation with Point Clouds Mea- surement and modelling of scattering from buildings,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:03:36.392501Z

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.